ARM-Thinker Study - ARMBench-VL Overall: leaderboard

Agentic evaluation of supplied candidate answers, not answer generation. ARMBench-VL covers 1,499 fine-grained perception, instruction-following and document cases; Table 2 also reports VL-RewardBench and RewardBench-2. Preserve this judging role and the trained ARM-Thinker checkpoint; do not borrow the separately copied Table 3 peer scores.

Metric: Judgment Accuracy (%). Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o63.3#334
2InternVL3-8B55#611
3Qwen 3 VL 8B Instruct50.6#414
4Qwen 2.5 VL 7B Instruct46.1#644

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=arm-thinker-study-armbench-vl-overall · How It Works · Data refreshed daily, snapshot 2026-10-16.