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Model reports

GPQA Diamond

GPQA 用选择题考查较难的专业科学问题。Diamond 是经过筛选的子集,先确定具体划分,比仅按评测名称比较更重要。

覆盖原版 GPQA 的 main、Extended 和 Diamond 题集。引用同一篇论文,并不代表两条成绩使用同一划分。

专业科学选择题

题目由生物、化学和物理领域专家编写并验证,包含正确选项和干扰项。任务考查对专业问题的作答,不能直接等同于完成实验或产出研究成果。

GPQA paper · Dataset splits and limitations · GPQA · Author dataset card and exposure notice

三个题集不能混用

论文区分 Extended 的 546 题、main 的 448 题和 Diamond 的 198 题。Diamond 对专家一致性和非专家难度采用更严格条件。仅标为完整 GPQA 仍不够,须核对配置或题数。

GPQA paper · Dataset splits and limitations

正确率需要对应评测条件

正确率表示所选答案中答对的比例。官方基线包含不同提示方式和允许检索的配置。比较不同报告时,应保留答案提取、示例、搜索权限和重复运行规则。

GPQA · Official baselines and prompts

如何理解 Google-proof

这一称呼来自建集时的实验:熟练的非领域专家即使可以搜索网页,仍觉得题目困难。它不保证没有训练污染,也不表示检索对后来的系统永远无效。

GPQA · Author dataset card and exposure notice

小题集与公开暴露

作者指出,小幅正确率差异受限于题量,统计辨别力有限。数据页还要求不要重新公开题目,以减少训练泄漏。应结合不确定性和失败样例理解成绩,避免将微小领先解释为全面科学能力。

GPQA paper · Dataset splits and limitations · GPQA · Author dataset card and exposure notice

已收录的评测资料

这条来源记录收录了 33 条数值成绩。来源区分了 31 个模型身份或配置。同一模型可能有多条记录;比较前请核对具体版本、工具和运行预算。 查看成绩及逐条证据 →

报告指标
accuracy
原始单位
percent
指标方向
数值越高越好

从这些资料开始

引用文档及日期(30)

关注度快照

观测日期:2026-10-10

GitHub 星标
540
Hugging Face 论文点赞
38

查看来源快照

这是注明日期的关注度观测,不是实时计数或评测分数。

评测信息与证据

来源
Model reports
发布者
未收录
评测发布日期
2023-11-20
采集日期
未收录
模态
未收录

本站保留来源报告的结果,不代表独立复测。请先核对任务版本、评测协议、分数单位和报告日期;不同运行条件不能直接合并为统一排名。

报告成绩 33

按来源中的观察顺序展示,顺序不代表排名。日期保留原始精度。

模型数值单位协议报告日期与口径来源
Claude Opus 479.6percentextended thinking up to 64K tokens, no parallel test-time compute2025-05-22 · document_publicationClaude Opus 4 and Sonnet 4
Claude Sonnet 475.4percentextended thinking up to 64K tokens, no parallel test-time compute2025-05-22 · document_publicationClaude Opus 4 and Sonnet 4
Seed2.0 Pro88.9percentas printed in Table 3 (Large Models)2026-02-14 · document_publicationSeed2.0 (Pro / Lite / Mini)
Seed2.0 Lite66.1percentas printed in Table 4 (Efficient Models)2026-02-14 · document_publicationSeed2.0 (Pro / Lite / Mini)
Seed2.0 Mini58.1percentas printed in Table 4 (Efficient Models)2026-02-14 · document_publicationSeed2.0 (Pro / Lite / Mini)
DeepSeek-R171.5percentPass@1, averaged over k=64 samples, temperature 0.6, top-p 0.95, 32K output limit2025-01-22 · document_publicationDeepSeek-R1
DeepSeek-V359.1percentPass@1, 8K output limit2024-12-27 · document_publicationDeepSeek-V3
DeepSeek-V4.1-Flash90.9percentthink max, Pass@12026-09-10 · document_publicationDeepSeek-V4.1-Flash
DeepSeek-V4-Pro72.9percentnon-think, pass@12026-04-22 · document_publicationDeepSeek-V4-Pro
DeepSeek-V4-Pro89.1percentthink high, pass@12026-04-22 · document_publicationDeepSeek-V4-Pro
DeepSeek-V4-Pro90.1percentthink max, pass@12026-04-22 · document_publicationDeepSeek-V4-Pro
DeepSeek-V4-Flash88.1percentthink max, pass@12026-06-25 · document_publicationDeepSeek-V4
Claude 4 Opus79.6percentsingle attempt, pass@12025-06-17 · document_publicationGemini 2.5 Pro
Claude 4 Sonnet75.4percentsingle attempt, pass@12025-06-17 · document_publicationGemini 2.5 Pro
Gemini 2.5 Pro86.4percentsingle attempt, pass@12025-06-17 · document_publicationGemini 2.5 Pro
Grok 3 Beta Extended Thinking80.2percentsingle attempt, pass@12025-06-17 · document_publicationGemini 2.5 Pro
o3 high83.3percentsingle attempt, pass@12025-06-17 · document_publicationGemini 2.5 Pro
Gemini 3.1 Pro94.3percentThinking (High), No tools2026-02-19 · document_publicationGemini 3.1 Pro
Gemma 4 (31B)84.3percentas reported2026-03-11 · document_publicationGemma 4 (31B)
Bespoke-Stratos-7B37.8percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for Bespoke-Stratos-7B; starred source row with unexplained asterisk2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
DeepSeek-R1-Distill-Llama-8B47.3percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for DeepSeek-R1-Distill-Llama-8B; unstarred source row2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
DeepSeek-R1-Distill-Qwen-7B49.5percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for DeepSeek-R1-Distill-Qwen-7B; unstarred source row2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
Llama-3.2-3B-Instruct25.3percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for Llama-3.2-3B-Instruct; unstarred source row2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
OpenThinker-7B42.4percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for OpenThinker-7B; starred source row with unexplained asterisk2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
Phi-4-Mini (base model, 3.8B)36.9percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for Phi-4-Mini (base model, 3.8B); unstarred source row2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
Phi-4-mini-reasoning (3.8B)52.0percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for Phi-4-mini-reasoning (3.8B); unstarred source row2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
o1-mini60.0percentPhi-4-mini-reasoning model card comparison table; Appendix A discusses AIME 2024, maximum sequence length 32768 and common temperature without specifying its value; matching per-row sampling and prompts not established; row-specific unknown setup for o1-mini; starred source row with unexplained asterisk2025-04-30 · document_publicationPhi-4-mini-reasoning (3.8B)
Kimi K393.5percentreasoning=max, top-p 0.952026-06-13 · document_publicationKimi K3
Qwen3-235B-A22B (Thinking)71.1percentaveraged over 10 samples2025-05-14 · document_publicationQwen3
Hy4 preview92.3percentas printed in Table 3 (Large Models)2026-08-28 · document_publicationHy4 preview
GLM-5.186.2percentas reported2026-04-03 · document_publicationGLM-5.1
GLM-5.291.2percentreasoning-tasks settings, temp 1.0, top_p 0.95, max gen 163840 tokens2026-06-16 · document_publicationGLM-5.2
GLM-586.0percentreasoning-tasks settings, temp 1.0, top_p 0.952026-02-11 · document_publicationGLM-5