Create README.md
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README.md
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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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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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**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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## What this model does
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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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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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## Training summary
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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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## Repository contents
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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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