MemEye (Full Context) - Open-Ended: leaderboard
Metric: LLM-judge score (%; GPT-5.2 semantic-correctness score in 0-1 on the 371 mirrored open-ended questions, macro-averaged over the 12 visual-granularity x memory-reasoning cells; full native multimodal history in context, no memory system). Source: arxiv.org. Saturation forecast: Around October 2027. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 Mini | 43.91 |
| 2 | Gemini 2.5 Flash Lite | 38.62 |
| 3 | GPT-4.1 Nano | 35.08 |
| 4 | Qwen 3 VL 8B Instruct | 21.12 |
Interactive version: theaggregate.ai/benchmark?slug=memeye-full-context-open-ended · How It Works · Data refreshed daily, snapshot 2026-09-26.