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+ ---
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+ license: mit
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+ language:
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+ - en
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+ tags:
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+ - text-rewriting
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+ - web
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+ - generative-engine-optimization
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+ - geo
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+ - reinforcement-learning
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+ - grpo
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+ - qwen3
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+ - transformers
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+ - safetensors
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+ library_name: transformers
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+ pipeline_tag: text-generation
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+ base_model: Qwen/Qwen3-1.7B
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+ ---
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+ # AutoGEO_mini_Qwen1.7B_GEOBench
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+
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+ A lightweight **web-document rewriting** model fine-tuned with **GRPO** (reinforcement learning) from **Qwen3-1.7B**, developed as part of the AutoGEO framework introduced in:
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+
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+ **WHAT GENERATIVE SEARCH ENGINES LIKE AND HOW TO OPTIMIZE WEB CONTENT COOPERATIVELY**
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+ Paper (arXiv): https://arxiv.org/abs/2510.11438
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+
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+ ---
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+
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+ ## What this model does
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+
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+ **AutoGEO_mini_Qwen1.7B_GEOBench** rewrites raw web documents into improved versions that are better aligned with generative search engines’ preferences for **GEO-Bench dataset**.
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+
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+ In our experiments/usage:
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+ - The total cost is about **0.0071×** the cost of **gemini-2.5-pro** for comparable rewriting workloads.
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+ - Rewritten documents achieve **significant improvements in GEO metrics**.
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+
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+ ---
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+
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+ ## Training summary
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+
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+ - **Base model:** Qwen3-1.7B
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+ - **Method:** GRPO-based reinforcement learning fine-tuning
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+ - **Task:** Rewrite original web documents to improve GEO metrics (per the AutoGEO framework in the paper above)
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+
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+ ---
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+
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+ ## Repository contents
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+
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+ This repository includes the standard inference artifacts (e.g., `model.safetensors`, `config.json`, `tokenizer.json`, `chat_template.jinja`, etc.) required to load and run the model with `transformers`.
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+
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+ ---