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README.md
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inference: false
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language:
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---
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inference: false
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language:
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- zho
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- eng
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- fra
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- spa
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- por
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- deu
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- ita
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- rus
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- jpn
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- kor
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- vie
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- tha
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- ara
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tags:
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- instruction-finetuning
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task_categories:
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- text-generation
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base_model:
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- Qwen/Qwen2.5-0.5B-Instruct
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license: cc-by-nc-nd-4.0
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---
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<h1 align="center">
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🔍 xVerify-0.5B-I
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</h1>
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<p align="center">
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<div style="display: flex; justify-content: center; gap: 10px;">
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<a href="https://github.com/IAAR-Shanghai/xVerify">
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<img src="https://img.shields.io/badge/GitHub-Repository-blue?logo=github" alt="GitHub"/>
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</a>
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<a href="https://huggingface.co/IAAR-Shanghai/xVerify-0.5B-I">
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<img src="https://img.shields.io/badge/🤗%20Hugging%20Face-xVerify--0.5B--I-yellow" alt="Hugging Face"/>
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</a>
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</div>
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</p>
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xVerify is an evaluation tool fine-tuned from a pre-trained large language model, designed specifically for objective questions with a single correct answer. It accurately extracts the final answer from lengthy reasoning processes and efficiently identifies equivalence across different forms of expressions.
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---
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## ✨ Key Features
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### 📊 Broad Applicability
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Suitable for various objective question evaluation scenarios including math problems, multiple-choice questions, classification tasks, and short-answer questions.
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### ⛓️ Handles Long Reasoning Chains
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Effectively processes answers with extensive reasoning steps to extract the final answer, regardless of complexity.
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### 🌐 Multilingual Support
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Primarily handles Chinese and English responses while remaining compatible with other languages.
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### 🔄 Powerful Equivalence Judgment
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- ✓ Recognizes basic transformations like letter case changes and Greek letter conversions
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- ✓ Identifies equivalent mathematical expressions across formats (LaTeX, fractions, scientific notation)
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- ✓ Determines semantic equivalence in natural language answers
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- ✓ Matches multiple-choice responses by content rather than just option identifiers
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---
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## 📚 Citation
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```bibtex
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@article{xVerify,
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title={xVerify: Efficient Answer Verifier for Reasoning Model Evaluations},
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author={Ding Chen and Qingchen Yu and Pengyuan Wang and Wentao Zhang and Bo Tang and Feiyu Xiong and Xinchi Li and Minchuan Yang and Zhiyu Li},
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journal={arXiv preprint arXiv:2504.10481},
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year={2025},
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}
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```
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