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Qwopus3.5-9B-Coder-MTP-GGUF-etheroi
developerjeremylive/Qwopus3.5-9B-Coder-MTP-GGUF-etheroi
Qwopus3.5-9B-Coder-MTP-GGUF-etheroi is a text generation model from developerjeremylive. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
[!NOTE] What is MTP (Multi-Token Prediction)? MTP is a revolutionary technology in the field of Large Language Model (LLM) training and inference in recent years. Unlike traditional autoregressive models that predict…
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Access
- Public
- Created
- May 27, 2026
- Updated
- May 27, 2026
- SHA
- 6d81d15c
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Base models
Model card
From the Hugging Face model README
🌟 Qwopus3.5-9B-Coder-MTP (Multi-Token Prediction)
💡 Multi-Token Prediction (MTP) Architecture Overview
[!NOTE] What is MTP (Multi-Token Prediction)?
MTP is a revolutionary technology in the field of Large Language Model (LLM) training and inference in recent years. Unlike traditional autoregressive models that predict only a single token at each step (Single-Token Prediction), MTP models are designed during training to simultaneously predict multiple future tokens at each position.
This architecture brings two core dimensions of transformation:
- Deeper Representation and Planning: It forces the model to perform global planning (Long-Horizon Planning) at the representation level for longer-term contexts. This enhances cognitive coherence in logic-intensive tasks such as complex coding and multi-step mathematical reasoning, while effectively mitigating the "reasoning bubbles" and repetition loops common in traditional autoregressive models.
- Extreme Inference Speedup (Speculative Decoding): During inference, the model is equipped with additional lightweight auxiliary prediction heads (Draft Heads, configured as
draft=2in this model). While the backbone network generates the current token, the Draft Heads predict the subsequent 2 candidate tokens in parallel with negligible computational overhead, which are then verified by the main model in a single forward pass. Once verified, the model can output multiple tokens in a single inference step, yielding substantial throughput gains.
🚀 Performance Briefing: Base vs MTP (draft=2)
Based on actual testing across Logic / Coding / DevOps / Math / Edge (5 core domains, 30 complex evaluation questions), Qwopus3.5-9B-Coder-MTP (draft=2) demonstrates absolute advantages in both speed and correctness:
- ⚡ Speed Leap: Overall throughput rate has jumped from 4.94 T/s to 6.71 T/s (+35.8% throughput improvement), saving 16.4 minutes in total latency (overall time reduced by 25%).
- 🎯 Accuracy & Robustness: Overall accuracy improved from 80.0% to 88.3% (+8.3pp). The model achieved a perfect score in both Coding (100% accuracy) and Math (100% accuracy), two high-difficulty task scenarios, completely eliminating the code truncations and repetitive behaviors observed in the Base model (independent of model type).
- 📊 Overall Efficiency Index: After weighting correctness against inference time, the overall reasoning efficiency of the MTP model improved by 38.4%.
[!IMPORTANT] The evaluation configuration and benchmark framework follow the official Qwen series testing by the Unsloth team, whose research demonstrates that setting
draft=2yields the optimal performance. For full details, see the official Unsloth MTP Benchmarks.
⚙️ Test Environment & Configuration
To guarantee the rigor, objectivity, and reproducibility of the evaluation, this benchmark was conducted under a unified hardware platform and sampling hyperparameters:
- 🖥️ Compute Platform: GB10 Dedicated Server Platform (equipped with high-performance LLM compute acceleration chips, providing abundant parallel computing power).
- ⚙️ Concurrency Configuration: Concurrency = 5 was used to perform multi-threaded concurrent pressure and stability testing, accurately simulating real-world multi-user concurrent invocation scenarios.
- 🛠️ Script Version: Benchlocal Test Suite v1.3.0 inference evaluation script.
- 🧪 Sampling Hyperparameters:
- Temperature:
1.0(recommended standard, balancing logical reasoning and creativity). - Top-p:
0.95(retains high-probability candidates, filters tail noise, ensuring reasoning accuracy).
- Temperature:
1. Token Volume and Speed Statistics
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="9" style="padding: 6px 4px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 11px;">Token & Speed Details per Question</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #475569; font-weight: 600; text-align: left; width: 9%;">Question</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #475569; font-weight: 600; text-align: center; width: 10%;">Category</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #475569; font-weight: 600; text-align: center; width: 10%;">Base T/s</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #475569; font-weight: 600; text-align: center; width: 11%;">Base Time</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #475569; font-weight: 600; text-align: center; width: 11%;">Base Tokens</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #0284c7; font-weight: 600; text-align: center; width: 10%;">MTP T/s</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #0284c7; font-weight: 600; text-align: center; width: 11%;">MTP Time</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #0284c7; font-weight: 600; text-align: center; width: 11%;">MTP Tokens</th> <th style="padding: 6px 4px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 11px; color: #0284c7; font-weight: 600; text-align: center; width: 16%;">Speedup</th> </tr> </thead> <tbody> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q1</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Logic</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">86.80</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">365</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.10</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">86.45</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">527</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.00x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q2</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Logic</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.40</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">178.70</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">786</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">5.80</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">130.80</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">759</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.37x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q3</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Logic</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">172.66</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">743</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.80</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">90.24</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">614</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.91x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q4</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Logic</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">153.05</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">643</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">7.90</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">67.85</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">536</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">2.25x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q5</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Logic</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">172.33</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">724</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.70</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">40.88</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">274</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">4.22x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q6</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.40</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">240.96</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1060</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.70</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">160.32</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1074</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.50x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q7</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">244.07</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1050</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">173.26</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1074</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.41x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q8</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">245.05</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1054</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.80</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">158.92</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1081</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.54x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q9</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">245.46</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1055</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.60</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">162.95</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1075</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.51x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q10</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.40</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">241.59</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1063</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">173.44</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1075</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.39x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q11</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">249.55</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1048</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.90</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">156.09</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1077</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.60x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q12</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.20</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">211.45</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">888</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.50</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">155.98</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1014</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.36x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q13</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">248.09</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">1067</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.50</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">164.91</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1072</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.50x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q14</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.10</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">156.12</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">640</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">119.72</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">754</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1.30x</td> </tr> <tr> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; font-weight: 500; text-align: left;">Q15</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">Coding</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">4.30</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">144.47</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #334155; text-align: center;">621</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">6.40</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">165.97</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">1062</td> <td style="padding: 6px 4px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 11px; color: #0284c7; font-weight: bold; text-align: center;">0.87x</td> </tr> </tbody> </table> <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="5" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Logic Category (Q1-Q5) Answer Verification</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 12%;">Question ID</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 38%;">Question Summary</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 30%;">Correct Answer</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 10%;">Base</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 10%;">MTP</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q1</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">17 sheep except 9 died, how many left</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">9 sheep</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q2</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">30 dollar hotel riddle, where is the 1 dollar</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">No loss, accounting error</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q3</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Sequence: 2, 6, 12, 20, 30, ?</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">42 (n * (n + 1))</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q4</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Bat + ball = $1.10, bat is $1 more expensive than ball</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">$0.05</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Multiply by 3, add 6, divide by 3, subtract original number</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Always 2</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> </tbody> </table><table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="5" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Coding Category (Q6-Q15) Answer Verification</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 12%;">Question ID</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 38%;">Question Summary</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 10%;">Base</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 10%;">MTP</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 30%;">Explanation</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q6</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Python Fibonacci generator</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Base Repetition=True, code truncation has logical issues</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q7</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Python thread-safe singleton</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Base Repetition=True, incomplete implementation</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q8</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Sort CSV by second column in descending order</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Base code truncated</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q9</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Python HTTP Server</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both fully implemented</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q10</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Python execution time decorator</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both fully implemented</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q11</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">C++ Binary Search Tree</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both fully implemented</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q12</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Bash backup script (with date)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both fully implemented</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q13</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Python topological sort</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both fully implemented</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q14</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Node.js Dockerfile</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both fully implemented</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q15</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">SQL second highest salary</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both implemented correctly</td> </tr> </tbody> </table>[!TIP] Logic: Base 5/5 = 100% | MTP 5/5 = 100%
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="5" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">DevOps Category (Q16-Q20) Answer Verification</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 12%;">Question ID</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 38%;">Question Summary</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 10%;">Base</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 10%;">MTP</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 30%;">Explanation</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q16</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Nginx reverse proxy & load balancer</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both have correct config framework but Response was truncated</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q17</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Hard Link vs Soft Link</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Base Repetition=True, has repetitive lines; MTP complete</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q18</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">crontab every Tuesday at 3:15 AM</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both correct: 15 3 * * 2 script.sh</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q19</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">SSH server security configuration</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both contents were truncated</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q20</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">systemd service restart on failure</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both explained correctly</td> </tr> </tbody> </table>[!TIP] Coding: Base 7/10 = 70% | MTP 10/10 = 100%
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="5" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Math Category (Q21-Q25) Answer Verification</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 12%;">Question ID</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 38%;">Question Summary</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 25%;">Correct Answer</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 12%;">Base</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 13%;">MTP</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q21</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Find derivative of f(x) = x^3 * ln(x)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">x^2 * (3ln(x) + 1)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q22</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">System of equations: 2x+y=5, x-y=1</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">x = 2, y = 1</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q23</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Probability of rolling a sum of 7 with two dice</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">1/6 = 16.67%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q24</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Integral of e^(2x)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">(1/2)e^(2x)+C</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q25</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Prove sum of first n odd numbers is n^2</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Induction / Arithmetic progression</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> </tr> </tbody> </table>[!TIP] DevOps: Base 2.5/5 = 50% | MTP 3.5/5 = 70%
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="5" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Edge Category (Q26-Q30) Answer Verification</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 12%;">Question ID</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 38%;">Question Summary</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 10%;">Base</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 10%;">MTP</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 30%;">Explanation</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q26</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Output 'Apple' 5 times</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both correctly outputted 5 lines</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q27</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Output a phrase 3 times</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both correct</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q28</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Explain infinity (with forbidden words constraint)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">MTP Repetition=True, Response truncated</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q29</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Generate 5-level nested JSON</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #d97706; font-weight: bold; text-align: center;">PARTIAL</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">MTP last item incomplete, Base generated 6 levels</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Q30</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">30 'A's reply with 'B B B'</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #059669; font-weight: bold; text-align: center;">PASS</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: left;">Both correct</td> </tr> </tbody> </table>[!TIP] Math: Base 4.5/5 = 90% | MTP 5/5 = 100%
[!TIP] Edge: Base 5/5 = 100% | MTP 3/5 = 60%
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="6" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Overall Accuracy Summary</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 20%;">Category</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 12%;">Questions</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 17%;">Base Correct</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 17%;">Base Accuracy</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 17%;">MTP Correct</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 17%;">MTP Accuracy</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Logic</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #475569; background: rgba(71, 85, 105, 0.06); font-weight: bold; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #475569; background: rgba(71, 85, 105, 0.06); font-weight: bold; text-align: center;">100%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">100%</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Coding</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">10</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">7</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">70%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">10</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">100%</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">DevOps</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">2.5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">50%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">3.5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">70%</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Math</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">4.5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">90%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.06); font-weight: bold; text-align: center;">100%</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Edge</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #475569; background: rgba(71, 85, 105, 0.06); font-weight: bold; text-align: center;">5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #475569; background: rgba(71, 85, 105, 0.06); font-weight: bold; text-align: center;">100%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">3</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">60%</td> </tr> <tr style="background: rgba(2, 132, 199, 0.04); font-weight: bold;"> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; text-align: left;">Total</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">30</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">24</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">80.0%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.12); font-size: 14px; text-align: center;">26.5</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; background: rgba(2, 132, 199, 0.12); font-size: 14px; text-align: center;">88.3%</td> </tr> </tbody> </table>
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="4" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Reasoning Efficiency Comparison</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 40%;">Efficiency Metric</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 20%;">Base Model</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 20%;">MTP Model</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 20%;">MTP Advantage</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Overall Throughput (T/s)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">4.94</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">6.71</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">+35.8%</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Overall Accuracy</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">80.0%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">88.3%</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">+8.3pp</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Total Latency</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">81.3 min</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">64.9 min</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">Saved 16.4min</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Reasoning Efficiency Index (Accuracy / Latency)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">1.64e-4</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">2.27e-4</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">+38.4%</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Correct Answers per 1k Tokens</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">0.995 Q/kT</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">1.014 Q/kT</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">+1.9%</td> </tr> </tbody> </table>
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 16px 0; box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.05), 0 2px 4px -1px rgba(0, 0, 0, 0.03); border-radius: 8px; overflow: hidden; border: 1px solid rgba(2, 132, 199, 0.08);"> <thead> <tr> <td colspan="3" style="padding: 10px 16px; font-weight: 600; color: #0284c7; border-bottom: 2px solid rgba(2, 132, 199, 0.2); background: rgba(2, 132, 199, 0.05); font-size: 15px;">Quality Issues Statistics</td> </tr> <tr style="background: rgba(2, 132, 199, 0.02);"> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: left; width: 40%;">Quality Issue</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #475569; font-weight: 600; text-align: center; width: 30%;">Base Counts</th> <th style="padding: 8px 12px; border-bottom: 1px solid rgba(2, 132, 199, 0.12); font-size: 13px; color: #0284c7; font-weight: 600; text-align: center; width: 30%;">MTP Counts</th> </tr> </thead> <tbody> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Repetition (Repetitive output flags)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">2 times (Q6, Q17)</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">2 times (Q6, Q28)</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Timeout</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">0 times</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">0 times</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Incomplete responses / Truncations</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">~8 occurrences</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">~4 occurrences</td> </tr> <tr> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; font-weight: 500; text-align: left;">Excessively long reasoning chain</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #334155; text-align: center;">Less</td> <td style="padding: 8px 12px; border-bottom: 1px solid rgba(0, 0, 0, 0.05); font-size: 13px; color: #0284c7; font-weight: bold; text-align: center;">More</td> </tr> </tbody> </table>
8. Final Conclusion
Areas where MTP Model Excels
- Speed: 35.8% faster overall, particularly outstanding in Math and Edge tasks.
- Coding: 100% complete code outputs, whereas Base suffered 3 truncations due to repetition.
- Math: 100% accuracy with more systematic reasoning chains.
- Efficiency: Overall reasoning efficiency index is 38.4% higher.
Areas for MTP Model Improvement
- Edge Task Stability: Truncations occurred in Q28/Q29 as excessively long reasoning chains hit token limits.
- DevOps Long Texts: For long explanatory responses, draft matching rates are low, leading to limited speedups.
🌟 Qwopus3.5-9B-coder
🚀 Model Fine-Tuning and Logical Alignment (Qwopus3.5-9B-coder)
As the base model of this model, Qwopus3.5-9B-v3.5 is already a model with powerful capabilities. On this foundation, Qwopus3.5-9B-coder is specially optimized and fine-tuned for high-performance 🤖 Agentic Coding, complex Tool Calling, and logical reasoning.
💡 Why the 9B Dense Model? We believe that the 9B dense architecture represents the perfect "sweet spot" for large language models. It runs seamlessly at 8-bit precision on entry-level 16GB RAM devices—such as standard laptops and the Mac mini—making it exceptionally lightweight yet highly versatile. Without requiring expensive hardware, it allows you to achieve excellent performance paired with impressive inference speeds. Simply put, Qwen3.5-9B is currently the best open-source model in its class.
[!TIP] Vision & Tool Calling Support: This model supports visual capabilities and tool calling. To enable vision, please place the
mmproj.gguffile from the GGUF repository into the same directory as the main.gguffile.
🛠 Training Strategy
The fine-tuning process of this model deeply integrates Trace Inversion data augmentation technology with high-quality Agent Traces. This systematic approach not only strengthens the model's ability to solve complex programming tasks, but also greatly improves its logical coherence and accuracy when using various tools.
This model is designed specifically for the following goals:
- 🧩 More structured and stronger logical reasoning capabilities, reducing repetitive thinking
- 💻 More powerful capabilities in code writing, debugging, and repository-level task processing
- 🛠 More stable and accurate Tool Calling capabilities for terminal commands, file operations, and browsers
- 🔁 Better cross-data source distillation alignment
[!WARNING]
- Community Release Notice: Qwopus3.5-9B-coder is released purely as an experimental community version, aiming to explore the combination of Agent capabilities and deep reasoning, and is only for research and exploration use.
- Warning: Because this model is vertically fine-tuned for programming agents and deep reasoning, and has not undergone comprehensive general performance evaluation, its capabilities in general domains or specific non-programming tasks may suffer from Capability Decay. Users are advised to be aware of its limitations in other scenarios while exploring its core capabilities.
📊 Baseline Performance Comparison
To verify the execution efficiency and logical robustness of Qwopus3.5-9B-coder in actual agent scenarios, we adopted the open-source testing framework benchlocal.
Test Configuration
- Hardware Environment: Apple Silicon (Mac)
- Inference Backend: LM Studio / MLX / GGUF
- Testing Platform: benchlocal - An evaluation suite focusing on local model agent capabilities.
- 🍎 You can see the actual inference speeds of different model formats on the same device.
🧪 Benchmark Results
<div style="display: inline-block; padding: 6px 16px; background: #e0f2fe; color: #0369a1; border: 1px solid #bae6fd; border-radius: 8px; font-weight: 700; font-size: 16px; margin-bottom: 12px;">1. Complex Agent Performance - HermesAgent-20</div> The following is the comparative performance under the HermesAgent-20 task set: <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #7c3aed; border-bottom: 1px solid rgba(124, 58, 237, 0.2); background: rgba(124, 58, 237, 0.05);">HermesAgent-20 Performance Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Core Dimensions (M/O/S/S/B)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><b><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #7c3aed; text-decoration: none;">Qwopus3.5-9B-coder</a></b></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">HermesAgent-20</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); color: #7c3aed; font-weight: bold;">85</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">84 / 93 / 88 / 75 / 84</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/Qwen/Qwen3.5-9B" style="color: #666; text-decoration: none;">Qwen/Qwen3.5-9B</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">HermesAgent-20</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">71</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">75 / 58 / 100 / 53 / 69</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Agent</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">HermesAgent-20</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">68</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">71 / 83 / 43 / 61 / 80</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/DJLougen/Harmonic-Hermes-9B" style="color: #666; text-decoration: none;">DJLougen/Harmonic-Hermes-9B</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">HermesAgent-20</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">47</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">60 / 45 / 23 / 69 / 38</td> </tr> </tbody> </table> <div style="display: inline-block; padding: 6px 16px; background: #e0f2fe; color: #0369a1; border: 1px solid #bae6fd; border-radius: 8px; font-weight: 700; font-size: 16px; margin-bottom: 12px;">2. Tool Call Stability - ToolCall-15</div> This is a ToolCall-15 test set targeting the stability of tool calls, aiming to test the stability of the model in tool calling: <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #7c3aed; border-bottom: 1px solid rgba(124, 58, 237, 0.2); background: rgba(124, 58, 237, 0.05);">ToolCall-15 Stability Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Dimension Scores (A/B/C/D/E)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><b><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #7c3aed; text-decoration: none;">Qwopus3.5-9B-coder</a></b></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">ToolCall-15</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); color: #7c3aed; font-weight: bold;">100</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">100 / 100 / 100 / 100 / 100</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/Qwen/Qwen3.5-9B" style="color: #666; text-decoration: none;">Qwen/Qwen3.5-9B</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">ToolCall-15</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); color: #7c3aed; font-weight: bold;">100</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">100 / 100 / 100 / 100 / 100</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Agent</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">ToolCall-15</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">93</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">100 / 100 / 100 / 67 / 100</td> </tr> </tbody> </table> <div style="display: inline-block; padding: 6px 16px; background: #e0f2fe; color: #0369a1; border: 1px solid #bae6fd; border-radius: 8px; font-weight: 700; font-size: 16px; margin-bottom: 12px;">3. Code Debugging & Bug Fixing - BugFind-15</div> BugFind-15 is a test set containing 15 scenarios from shallow to deep, aiming to evaluate the real debugging capabilities of the model in discovering and fixing syntax, logical errors, and "trap" code in multiple programming languages through deterministic environment runtime verification. <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #7c3aed; border-bottom: 1px solid rgba(124, 58, 237, 0.2); background: rgba(124, 58, 237, 0.05);">BugFind-15 Performance Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Dimension Scores (A/B/C/D/E)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><b><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #7c3aed; text-decoration: none;">Qwopus3.5-9B-coder</a></b></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">BugFind-15</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); color: #7c3aed; font-weight: bold;">79</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">67 / 87 / 100 / 77 / 43</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/Jackrong/MLX-Qwen3.5-9B-DeepSeek-V4-Flash-8bit" style="color: #666; text-decoration: none;">Jackrong/MLX-Qwen3.5-9B-DeepSeek-V4-Flash</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">BugFind-15</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">75</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">67 / 100 / 67 / 57 / 80</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Agent</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">BugFind-15</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">58</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">29 / 87 / 73 / 20 / 67</td> </tr> </tbody> </table>🪐 SWE-bench Verified Performance (Repository-level Coding Capability)
The following shows the comparative performance on SWE-bench Verified, which evaluates language models on resolving software engineering issues in real-world open-source repositories:
<table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif;"> <thead> <tr> <td colspan="3" style="padding: 8px 12px; font-weight: 600; color: #7c3aed; border-bottom: 1px solid rgba(124, 58, 237, 0.2); background: rgba(124, 58, 237, 0.05);">SWE-bench Verified Performance Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score (%)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><span style="color: #666;">Claude 4.5 Opus</span></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">SWE-bench Verified</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">80.9</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/Qwen/Qwen3.5-27B" style="color: #666; text-decoration: none;">Qwen/Qwen3.5-27B</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">SWE-bench Verified</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">75.0</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/Qwen/Qwen3.6-35B-A3B" style="color: #666; text-decoration: none;">Qwen/Qwen3.6-35B-A3B</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">SWE-bench Verified</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">73.4</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><b><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #7c3aed; text-decoration: none;">Qwopus3.5-9B-coder</a></b></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">SWE-bench Verified</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); color: #7c3aed; font-weight: bold;">53.89</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><a href="https://huggingface.co/google/gemma-4-31B-it" style="color: #666; text-decoration: none;">google/gemma-4-31B-it</a></td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">SWE-bench Verified</td> <td style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15);">52.0</td> </tr> <tr> <td style="padding: 7px 7px; padding-left: 20px; border-bottom: 1px solid rgba(128, 128, 128, 0.15);"><span style="color: #666;">google/gemma-4-26B-A4B</span></td>The model card is truncated. Read the rest on Hugging Face.
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Languages
- en, zh, ko, ru, ja, es
- Created
- May 27, 2026
- Updated
- May 27, 2026