Eye-Q - Few-Shot CoT - Cross-Lingual: leaderboard
Eye-Q (Najar et al., 2026), cross-lingual visual word puzzles from the Aftabe game (322 items) whose Persian answers need an English-Persian bridge of words, sounds or letters: each image encodes a hidden word or phrase through visual cues, and the model must output the exact target. The prompt adds three solved examples from the same subset, each with its key clues and candidate answers. Exact-match accuracy in percent; higher is better.
Metric: Exact-Match Accuracy (%; three solved examples from the same subset, cross-lingual English-Persian subset). Source: arxiv.org. Saturation forecast: Around June 2027. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Pro | 16.61 | #262 |
| 2 | Grok 4.1 Fast (Reasoning) | 11.29 | #426 (Grok 4.1 Fast) |
| 3 | Gemini 2.5 Flash | 7.52 | #452 |
| 4 | GPT-5.2 (Non-reasoning) | 3.45 | #172 (GPT-5.2) |
| 5 | Qwen 3 VL 235B A22B Instruct | 1.25 | #521 |
| 6 | Llama 4 Scout | 0.31 | #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-few-shot-cot-cross-lingual · How It Works · Data refreshed daily, snapshot 2026-11-12.