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- ---
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- inference: false
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- language:
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- - en
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- - zh
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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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-
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- <h1 align="center">
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- 🔍 xVerify-0.5B-I
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- </h1>
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-
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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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-
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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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- ---
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-
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- ## ✨ Key Features
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-
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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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-
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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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-
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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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-
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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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- ---
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-
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-
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- ## 📚 Citation
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-
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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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+ ---
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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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+
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+ <h1 align="center">
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+ 🔍 xVerify-0.5B-I
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+ </h1>
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+
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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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+
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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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+ ---
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+
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+ ## Key Features
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+
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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.
49
+
50
+ ### ⛓️ Handles Long Reasoning Chains
51
+ Effectively processes answers with extensive reasoning steps to extract the final answer, regardless of complexity.
52
+
53
+ ### 🌐 Multilingual Support
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+ Primarily handles Chinese and English responses while remaining compatible with other languages.
55
+
56
+ ### 🔄 Powerful Equivalence Judgment
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+ - ✓ Recognizes basic transformations like letter case changes and Greek letter conversions
58
+ - Identifies equivalent mathematical expressions across formats (LaTeX, fractions, scientific notation)
59
+ - Determines semantic equivalence in natural language answers
60
+ - Matches multiple-choice responses by content rather than just option identifiers
61
+
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+ ---
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+
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+
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+ ## 📚 Citation
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+
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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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+ ```