Eye-Q - Iterative Refinement - Persian: leaderboard

Eye-Q (Najar et al., 2026), Persian visual word puzzles (671 items from the Aftabe mobile game): each image encodes a hidden word or phrase through visual cues, and the model must output the exact target. The model may revise twice after being told its answer is wrong, and the puzzle counts if any of the three attempts is right. Exact-match accuracy in percent; higher is better.

Metric: Exact-Match Accuracy (%; up to three attempts, told when wrong, Persian subset). Source: arxiv.org. Saturation forecast: Around February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro41.23#262
2Grok 4.1 Fast (Reasoning)24.29#426 (Grok 4.1 Fast)
3Gemini 2.5 Flash17.84#452
4GPT-5.2 (Non-reasoning)11.09#172 (GPT-5.2)
5Qwen 3 VL 235B A22B Instruct4.2#521
6Llama 4 Scout3.77#1787

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

Interactive version: theaggregate.ai/benchmark?slug=eye-q-iterative-refinement-persian · How It Works · Data refreshed daily, snapshot 2026-11-12.