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LLM2026_DPO_SFT19_v11
makotonlo/LLM2026_DPO_SFT19_v11
LLM2026_DPO_SFT19_v11 is a text generation model from makotonlo. Use it when you need the model to write or continue text. It is set up for peft. The card lists the license as apache-2.0.
This model is a LoRA adapter evolved from the highly intelligent SFT model makotonlo/LLM2026SFTfinalv197B. It has been fine-tuned using Direct Preference Optimization (DPO) to eliminate conversational chatter and enfo…
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At a glance
- Task
- Text Generation
- Library
- peft
- License
- apache-2.0
- Access
- Public
- Created
- Feb 23, 2026
- Updated
- Feb 23, 2026
- SHA
- 70128cc2
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Model card
From the Hugging Face model README
LLM2026_DPO_SFT19_v11
This model is a LoRA adapter evolved from the highly intelligent SFT model makotonlo/LLM2026_SFT_finalv19_7B. It has been fine-tuned using Direct Preference Optimization (DPO) to eliminate conversational chatter and enforce strict raw data output.
🎯 Optimization Goal (Strict No-Preamble)
The primary objective of this version is to ensure the model outputs ONLY raw data (JSON, XML, YAML, CSV) without any preambles, markdown backticks (```), or explanations, to comply with strict competition rules.
🛠 Training Configuration
- Base Intelligence: makotonlo/LLM2026_SFT_finalv19_7B (v19)
- Method: DPO (Direct Preference Optimization)
- Learning Rate: 5e-06 (Low LR to preserve structured logic)
- Beta: 0.1 (Strong penalty for conversational responses)
- Max Steps: 500
- LoRA Config: r=64, alpha=64
⚠️ Important: Usage Note
When using this model, please use the same strict prompt template used during training to ensure the output starts directly with {, [, or <.
Framework versions
- PEFT 0.13.2
- Task
- Text Generation
- Library
- peft
- License
- apache-2.0
- Languages
- en
- Created
- Feb 23, 2026
- Updated
- Feb 23, 2026