Downloads · 30 days
106
24% of all-time downloads
Sophea-Titan-1
KIEFERSA/Sophea-Titan-1
Sophea-Titan-1 is a image-text-to-text model from KIEFERSA. Use it for the image-text-to-text task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
<div style="display:flex;align-items:center;gap:18px;padding:16px 20px;margin-bottom:16px;border-radius:14px;background:linear-gradient(100deg,e8f5ec 0%,f7fbf8 62%);border:1px solid c6e7d1"<img alt="KIEFERSA" style="f…
All-time downloads
436
Public
Parameters
27.4B
55.6 GB on disk
Likes
2
Public
Repo makeup
Click a slice to open those files.
.safetensors55.6 GB · 100%
At a glance
- Task
- Image-Text-to-Text
- Library
- transformers
- License
- apache-2.0
- Model type
- qwen3_5
- Access
- Public
- Created
- Jul 12, 2026
- Updated
- Oct 24, 2026
- SHA
- 313eab81
Base models
Model card
From the Hugging Face model README
<div style="display:flex;align-items:center;gap:18px;padding:16px 20px;margin-bottom:16px;border-radius:14px;background:linear-gradient(100deg,#e8f5ec 0%,#f7fbf8 62%);border:1px solid #c6e7d1"><img alt="KIEFERSA" style="flex:0 0 auto;height:58px;width:58px;border-radius:12px;object-fit:contain" src="data:image/webp;base64,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"/><div><div style="font-size:1.24rem;font-weight:700;color:#003713;line-height:1.2">Sophea-Titan-1</div><div style="font-size:.86rem;color:#3a5a47;margin-top:2px">Greek fine-tuned multimodal Qwen3.6-27B — non-thinking chat</div></div></div>
Sophea-Titan-1 is a 27B Greek fine-tuned multimodal chat model built on Qwen3.6-27B, with register control and a fixed assistant identity — while retaining English ability and vision.
- Creator: Kiefer SA
- Base model: Qwen3.6-27B (multimodal, 64 layers, hidden 5120)
- Languages: Greek (primary), English (retained)
- Decoding: non-thinking (
enable_thinking=false) — see recommended sampling under Usage
Serve non-thinking. Set
enable_thinking=falsein the chat template. Over an OpenAI-compatible vLLM endpoint, passextra_body={"chat_template_kwargs": {"enable_thinking": false}}. With thinking left on, Greek output quality degrades sharply.
Intended use
- General-purpose Greek conversational assistant / chat, with formal ↔ informal register control
- Greek-knowledge QA; English retained as a secondary language
Not evaluated for safety-critical or legal/medical decisions.
Fine-tuned from Qwen3.6-27B.
Evaluation
Non-thinking, greedy (temperature 0). Sophea-Titan-1 in bold.
Models compared:
<div style="overflow-x:auto"> <table style="width:100%;border-collapse:collapse;font-size:13px;font-variant-numeric:tabular-nums;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif"> <thead><tr> <th style="padding:10px 8px;text-align:left;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">column</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">model</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">what it is</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">identity-tuned?</th> </tr></thead><tbody> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Base</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">Qwen3.6-27B</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">the base Sophea-Titan-1 is built on</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">no</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;">Sophea-Titan-1</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;">this model</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">Qwen3.6-27B + general-purpose Greek conversational SFT</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;">yes</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Sophea-K1</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);"><code style="font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace;font-size:.9em;background:rgba(10,128,67,.10);padding:1px 5px;border-radius:5px">KIEFERSA/sophea-k1</code></td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">KIEFERSA production multimodal Greek model (<a href="https://www.sophea.ai/" style="color:#0a8043;text-decoration:none;font-weight:600">sophea.ai</a>)</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">yes</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Qwen3-30B-A3B</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);"><code style="font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace;font-size:.9em;background:rgba(10,128,67,.10);padding:1px 5px;border-radius:5px">Qwen/Qwen3-30B-A3B</code></td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">text-only MoE (30B/3B-active), not fine-tuned</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">no</td> </tr> <tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Qwen3.6-35B-A3B</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);"><code style="font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace;font-size:.9em;background:rgba(10,128,67,.10);padding:1px 5px;border-radius:5px">Qwen/Qwen3.6-35B-A3B</code></td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">multimodal MoE (35B / 3B-active), not fine-tuned</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">no</td></tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Krikri-8B</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);"><code style="font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace;font-size:.9em;background:rgba(10,128,67,.10);padding:1px 5px;border-radius:5px">ilsp/Llama-Krikri-8B-Instruct</code></td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">Llama-3.1-8B Greek LLM (external baseline)</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">no</td> </tr> </tbody></table></div>n/a = not applicable (text-only) · n.t. = not identity-tuned.
Headline scorecard
<div style="overflow-x:auto"> <table style="width:100%;border-collapse:collapse;font-size:13px;font-variant-numeric:tabular-nums;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif"> <thead><tr><th style="padding:10px 8px;text-align:left;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Axis</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Base</th><th style="padding:10px 8px;text-align:center;font-weight:700;border-bottom:2px solid #0a8043;color:#00682f;font-size:14px;background:rgba(10,128,67,.10);">Sophea-Titan-1</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Sophea-K1</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3-30B-A3B</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.6-35B-A3B</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Krikri-8B</th></tr></thead><tbody><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">General Greek benchmarks — macro (9)</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.7157</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.7369</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.7240</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.6346</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.6983</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.5977</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">English retention — macro (5)</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8631</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.8783</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8702</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.7631</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8362</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.7423</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Vision — MMStar (1500)</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.6533</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.7140</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.6620</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">n/a</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.590</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">n/a</td></tr></tbody> </table></div>At a glance
Capability profile — General Greek benchmarks, English and vision across open-weight models (Sophea-Titan-1 in bold; frontier MoEs GLM-5.2 / MiniMax-M3 shown for reference, no vision):
General Greek benchmarks vs. model size — Sophea-Titan-1 has the strongest general-Greek score of the ~27B open models, approaching far larger frontier MoEs at a fraction of the size:
Per-benchmark detail
Three benchmark families in one table — General Greek benchmarks (9), English retention (5), and
Vision — MMStar (1500) — on the same five models. n/a = not applicable (text-only, no vision).
greekmmlu — per-subject (31)
<div style="overflow-x:auto"> <table style="width:100%;border-collapse:collapse;font-size:13px;font-variant-numeric:tabular-nums;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif"> <thead><tr><th style="padding:10px 8px;text-align:left;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">subject</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Base</th><th style="padding:10px 8px;text-align:center;font-weight:700;border-bottom:2px solid #0a8043;color:#00682f;font-size:14px;background:rgba(10,128,67,.10);">Sophea-Titan-1</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Sophea-K1</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3-30B-A3B</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.6-35B-A3B</th><th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Krikri-8B</th></tr></thead><tbody><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Accounting</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.864</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.864</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.859</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.761</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.848</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.663</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Agriculture</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.853</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.870</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.853</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.721</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.819</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.707</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Art</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.748</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.756</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.770</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.621</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.757</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.625</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Biology</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.864</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.868</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.859</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.794</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.856</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.672</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Chemistry</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.827</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.753</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.778</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.654</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.790</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.519</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Civil Engineering</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.793</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.827</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.819</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.678</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.785</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.637</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Clinical Knowledge</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.810</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.820</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.795</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.689</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.790</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.686</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Computer Networks & Security</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.730</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.762</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.714</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.540</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.667</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.476</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Computer Science</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.883</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.880</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.866</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.827</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.869</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.768</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Driving Rules</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.837</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.820</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.829</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.756</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.811</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.631</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Economics</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.911</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.926</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.926</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.840</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.894</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.670</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Education</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.857</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.867</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.895</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.762</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.901</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.687</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Electrical Engineering</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.830</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.822</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.844</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.681</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.817</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.538</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">General Knowledge</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.769</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.792</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.823</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.701</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.781</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.630</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Geography</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.943</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.964</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.955</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.870</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.950</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.872</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Government and Politics</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.944</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.941</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.961</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.901</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.944</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.899</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Greek History</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.871</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.877</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.878</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.711</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.884</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.816</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Greek Literature</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.714</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.714</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.643</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.429</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.500</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.500</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Greek Mythology</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.870</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.857</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.845</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.744</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.849</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.697</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Greek Traditions</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.880</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.891</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.880</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.755</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.867</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.710</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Law</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.718</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.703</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.697</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.580</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.677</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.504</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Management</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.824</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.841</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.842</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.719</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.814</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.694</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Maritime Safety & Rescue</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.703</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.669</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.662</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.608</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.682</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.507</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Mathematics</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.897</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.924</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.904</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.844</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.857</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.516</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Medicine</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.893</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.895</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.886</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.757</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.882</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.663</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Modern Greek Language</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.916</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.918</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.928</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.836</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.911</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.780</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Physics</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.838</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.851</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.851</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.769</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.838</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.684</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">Prehistory</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">1.000</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">1.000</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.968</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.984</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.984</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.905</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">World History</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.950</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.950</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.900</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.850</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.950</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.800</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">World Religions</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.768</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.755</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.787</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.652</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.800</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.684</td></tr><tr><td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;">OVERALL</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.849</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.854</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.855</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.753</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.838</td><td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.675</td></tr></tbody> </table></div>Frontier & other API models (reference)
Evaluated via API (thinking disabled where supported): GPT-5.5, Claude Opus 4.8, Gemini 3.5, GLM-5.2, MiniMax-M3. API-model Greek/English benchmarks use letter-answer scoring (local models use log-likelihood).
Kimi-K3 added 2026-07-29: kimi-k3 via Moonshot API (temperature=1 forced, thinking cannot be disabled).
Inkling-Small added 2026-07-31: thinkingmachines/Inkling-Small-NVFP4 (276B/12B-active open-weight MoE, Apache-2.0), self-hosted via vLLM; thinking on, temperature=1 (same protocol caveat as noted for reasoning-locked APIs).
Qwen3.8-Max added 2026-08-04: qwen3.8-max via Qwen Cloud API (thinking disabled, temperature=0 — matches the card protocol).
DeepSeek-V4.1-Flash added 2026-09-14: deepseek-ai/DeepSeek-V4.1-Flash (552B/16B-active open-weight MoE + 196B Engram tables, MIT), self-hosted via vLLM on 3× B200 (FP4 experts / FP8 dense as shipped); thinking disabled, temperature=0 — matches the card protocol. 4 of 7,000 answers were unparsed (the model reasoned in-content instead of answering with a letter) and are scored as wrong.
Vision — MMStar (1500, same letter-answer protocol, thinking disabled): 0.721 overall (coarse perception 0.756 · fine-grained perception 0.620 · instance reasoning 0.768 · logical reasoning 0.764 · math 0.800 · science & technology 0.620; 11 unparsed scored as wrong) vs Sophea-Titan-1 0.714.
MiMo-V2.6-Pro-RL added 2026-09-28: XiaomiMiMo/MiMo-V2.6-Pro-RL (1.02T/42B-active open-weight omni MoE, FP8, MIT), self-hosted via vLLM on 4× B200; thinking disabled, temperature=0 — matches the card protocol. 1 of 7,000 answers unparsed (scored as wrong).
Vision — MMStar (1500, same letter-answer protocol, thinking disabled, 1024-token budget with final-letter parsing because the model explains before answering): 0.689 overall (coarse perception 0.688 · fine-grained perception 0.532 · instance reasoning 0.736 · logical reasoning 0.760 · math 0.828 · science & technology 0.592; 14 unparsed scored as wrong) vs Sophea-Titan-1 0.714 and DeepSeek-V4.1-Flash 0.721.
GLM-5.3-Flash added 2026-09-28: zai-org/GLM-5.3-Flash (320B/18B-active open-weight multimodal MoE, FP8, MIT), self-hosted via vLLM on 4× H200; temperature=0. Its chat template always opens a thinking block and has no thinking-off switch, so the run uses the model's minimum budget, reasoning_effort=low (780 of 7000 answers used any reasoning tokens (mean 3.4 tokens/answer)) — the closest available to the card protocol. 0 of 7,000 answers unparsed (scored as wrong).
Vision — MMStar (1500, same letter-answer protocol, reasoning_effort=low, 1024-token budget with final-letter parsing): 0.776 overall (coarse perception 0.736 · fine-grained perception 0.680 · instance reasoning 0.808 · logical reasoning 0.824 · math 0.884 · science & technology 0.724; 57 unparsed — the reasoning ran past the 1024-token budget, leaving no answer — scored as wrong) vs Sophea-Titan-1 0.714, DeepSeek-V4.1-Flash 0.721 and MiMo-V2.6-Pro-RL 0.689.
Qwen3.8-Flash-Next added 2026-10-03: Qwen/Qwen3.8-Flash-Next (125B total / 6B-active open-weight MoE with 51B n-gram embeddings), self-hosted BF16 via vLLM on 8× B300; thinking disabled, temperature=0 — matches the card protocol; 0 request errors and 0 unparsed answers of 7,000.
Vision — MMStar (1500, same letter-answer protocol, 1024-token budget): 0.727.
Sophea-Artemis-v1 added 2026-10-09: KIEFER SA's own Greek-tuned MoE (125B total / 6B-active), self-hosted BF16 via vLLM on 4× H200; thinking disabled, temperature=0 — matches the card protocol; 0 request errors and 0 unparsed answers of 7,000.
Vision — MMStar (1500, same letter-answer protocol, thinking disabled, 1024-token budget): 0.743 overall (coarse perception 0.740 · fine-grained perception 0.632 · instance reasoning 0.784 · logical reasoning 0.804 · math 0.808 · science & technology 0.692). MiniMax-M3.1-Flash added 2026-10-24: MiniMaxAI/MiniMax-M3.1-Flash (428B total / 23B-active open-weight vision-language MoE, MXFP8 dense + NVFP4 experts as shipped), self-hosted via vLLM on 1× B300; temperature=0. Its chat template always opens an adaptive thinking block and has no thinking-off switch, so the run uses the model's minimum budget, reasoning_effort=low (6,503 of 7,000 answers used any reasoning tokens (mean 230.1 tokens/answer)) — the closest available to the card protocol. 0 request errors; 55 of 7,000 answers unparsed (scored as wrong).
Vision — MMStar (1500, same letter-answer protocol, reasoning_effort=low, 1024-token budget with final-letter parsing): 0.727 overall (coarse perception 0.732 · fine-grained perception 0.616 · instance reasoning 0.756 · logical reasoning 0.788 · math 0.852 · science & technology 0.616; 139 unparsed — the reasoning ran past the 1024-token budget, leaving no answer — scored as wrong) vs Sophea-Titan-1 0.714, GLM-5.3-Flash 0.776 and Sophea-Artemis-v1 0.743.
<div style="overflow-x:auto"> <table style="width:100%;border-collapse:collapse;font-size:13px;font-variant-numeric:tabular-nums;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif"> <thead><tr> <th style="padding:10px 8px;text-align:left;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Axis</th> <th style="padding:10px 8px;text-align:center;font-weight:700;border-bottom:2px solid #0a8043;color:#00682f;font-size:14px;background:rgba(10,128,67,.10);">Sophea-Titan-1</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GPT-5.5</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Claude-4.8</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Gemini-3.5</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GLM-5.2</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiniMax-M3</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Kimi-K3</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Inkling-Small</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.8-Max</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">DeepSeek-V4.1-Flash</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiMo-V2.6-Pro-RL</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GLM-5.3-Flash</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.8-Flash-Next</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Sophea-Artemis-v1</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiniMax-M3.1-Flash</th> </tr></thead><tbody> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">General Greek benchmarks macro (9)</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.737</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.909</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.922</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.872</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.810</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.821</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.916</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.881</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.898</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.845</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.854</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.867</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.866</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.867</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.782</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">English macro (5)</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.878</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.925</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.940</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.911</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.892</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.890</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.947</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.922</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.935</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.888</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.904</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.912</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.922</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.923</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.858</td> </tr> </tbody></table></div>General Greek benchmarks (9)
<div style="overflow-x:auto"> <table style="width:100%;border-collapse:collapse;font-size:13px;font-variant-numeric:tabular-nums;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif"> <thead><tr> <th style="padding:10px 8px;text-align:left;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">benchmark</th> <th style="padding:10px 8px;text-align:center;font-weight:700;border-bottom:2px solid #0a8043;color:#00682f;font-size:14px;background:rgba(10,128,67,.10);">Sophea-Titan-1</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GPT-5.5</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Claude-Opus-4.8</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Gemini-3.5</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GLM-5.2</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiniMax-M3</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Kimi-K3</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Inkling-Small</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.8-Max</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">DeepSeek-V4.1-Flash</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiMo-V2.6-Pro-RL</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GLM-5.3-Flash</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.8-Flash-Next</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Sophea-Artemis-v1</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiniMax-M3.1-Flash</th> </tr></thead><tbody> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">greekmmlu</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.854</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.905</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.900</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.898</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.805</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.837</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.902</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.872</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.898</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.858</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.816</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.874</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.842</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.836</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.806</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">mmlu_greek</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.797</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.888</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.884</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.874</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.769</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.773</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.932</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.898</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.862</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.846</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.812</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.860</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.812</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.830</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.776</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">hellaswag</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.680</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.891</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.909</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.816</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.693</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.741</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.790</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.666</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.794</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.638</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.752</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.716</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.756</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.758</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.572</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">medical_mcqa</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.387</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.928</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.917</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.912</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.787</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.833</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.944</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.926</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.902</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.860</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.840</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.892</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.856</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.862</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.790</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">winogrande</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.626</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.781</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.813</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.641</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.705</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.662</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.880</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.850</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.860</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.734</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.790</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.770</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.814</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.788</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.716</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">arc_challenge</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.950</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.968</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.966</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.952</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.904</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.924</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.972</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.960</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.966</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.936</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.950</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.958</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.954</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.956</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.916</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">arc_easy</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.973</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.984</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.982</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.973</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.949</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.960</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.984</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.972</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.974</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.962</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.956</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.966</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.962</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.976</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.938</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">belebele</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.950</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.953</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.947</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.934</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.913</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.911</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.956</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.954</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.942</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.944</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.948</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.942</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.938</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.944</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.910</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">truthfulqa</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.415</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.885</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.977</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.845</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.766</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.749</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.882</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.832</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.888</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.824</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.822</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.828</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.858</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.850</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.618</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;">MACRO</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.7369</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.9094</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.9216</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8717</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8102</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8212</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.9158</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8811</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8984</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8447</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8540</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8673</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8658</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.8667</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.7824</td> </tr> </tbody></table></div>English — 5 benchmarks
<div style="overflow-x:auto"> <table style="width:100%;border-collapse:collapse;font-size:13px;font-variant-numeric:tabular-nums;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif"> <thead><tr> <th style="padding:10px 8px;text-align:left;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">benchmark</th> <th style="padding:10px 8px;text-align:center;font-weight:700;border-bottom:2px solid #0a8043;color:#00682f;font-size:14px;background:rgba(10,128,67,.10);">Sophea-Titan-1</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GPT-5.5</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Claude-Opus-4.8</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Gemini-3.5</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GLM-5.2</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiniMax-M3</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Kimi-K3</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Inkling-Small</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.8-Max</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">DeepSeek-V4.1-Flash</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiMo-V2.6-Pro-RL</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">GLM-5.3-Flash</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Qwen3.8-Flash-Next</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">Sophea-Artemis-v1</th> <th style="padding:10px 8px;text-align:center;font-weight:500;border-bottom:2px solid #0a8043;color:#0a8043;font-size:14px;">MiniMax-M3.1-Flash</th> </tr></thead><tbody> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">arc_challenge</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.979</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.976</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.974</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.958</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.968</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.967</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.978</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.968</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.976</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.968</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.966</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.970</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.978</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.976</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.976</td> </tr> <tr> <td style="padding:7px 8px;padding-left:20px;text-align:left;border-bottom:1px solid rgba(128,128,128,.15);">arc_easy</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);font-weight:700;color:#00682f;background:rgba(10,128,67,.10);">0.992</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.993</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.994</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.979</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.989</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.986</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.990</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.982</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.986</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.984</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.986</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.992</td> <td style="padding:7px 8px;text-align:center;border-bottom:1px solid rgba(128,128,128,.15);">0.990</td>The model card is truncated. Read the rest on Hugging Face.
- Task
- Image-Text-to-Text
- Library
- transformers
- Type
- qwen3_5
- License
- apache-2.0
- Languages
- el, en
- Created
- Jul 12, 2026
- Updated
- Oct 24, 2026