Hugging Face 推出 Math-Verify：修正 Open LLM Leaderboard 的數學評測偏差
Original: Fixing Open LLM Leaderboard with Math-Verify
Hugging Face's Open LLM Leaderboard has long served as an important barometer for measuring the capabilities of open-source large language…
Hugging Face 宣布在 Open LLM Leaderboard 中引入全新開源工具 Math-Verify。過去的數學評測常因模型輸出格式與標準答案不完全一致（如分數與小數）而導致誤判。Math-Verify 透過強大的數學表達式解析與等價性檢查，修正了這些評分偏差，讓開源模型的數學推理能力得到更真實的呈現。
Hugging Face's Open LLM Leaderboard has long served as an important barometer for measuring the capabilities of open-source large language models (LLMs). However, as competition on mathematical reasoning tasks (such as the GSM8K and MATH datasets) has intensified, a vulnerability in the evaluation methodology around "answer parsing" has gradually come to light.
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