HAERAE-Vision - Science: leaderboard

The 81 science questions of HAERAE-Vision (What Users Leave Unsaid, Choi et al., ACL 2026 Findings): real Korean community questions on physics and other sciences, many of them problems shown in images, in the users' original under-specified wording. A GPT-5-mini judge scores each answer against a 1-5 item checklist (met 1, partly met 0.5, not met 0); the score is the mean checklist credit per question, in percent, averaged over three runs; higher is better.

Metric: Checklist Score (%; original under-specified queries, GPT-5-mini judge, mean of 3 runs). Source: arxiv.org. Saturation forecast: Around February 2027. 45 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini52.49#349
2Qwen 3 VL 32B (Thinking)51.94#557
3Qwen 3 VL 235B A22B Instruct51.51#521
4Qwen 3 VL 32B Instruct51.39#582
5Qwen 3 VL 30B A3B (Thinking)49.92#710
6Qwen 3 VL 235B A22B (Thinking)49.19#451
7Qwen 3 VL 8B (Thinking)42.07#887
8Gemini 2.5 Flash Lite41.73#958
9Grok 440.7#306
10Qwen 3 VL 30B A3B Instruct40.4#870
11Gemini 2.5 Pro39.93#262
12Gemini 2.5 Flash39.62#452
13Qwen 3 VL 4B (Thinking)38.53#1303
14GPT-536.31#163
15Gemma 3 27B34.93#1638

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=haerae-vision-science · How It Works · Data refreshed daily, snapshot 2026-11-12.