MedMeta: leaderboard
Metric: LLM-judge score (0-5; mean of Gemini 2.5 Pro, o4-mini and Qwen3-235B judges rating semantic equivalence of the generated conclusion to the meta-analysis's own, 81 meta-analyses; Golden-RAG: the title and all primary-study abstracts). Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Flash | 3.16 |
| 2 | O4 Mini | 2.79 |
| 3 | Qwen 3 8B (Non-reasoning) | 2.72 |
| 4 | Gemma 3 27B | 2.58 |
| 5 | Qwen 3 8B (Thinking) | 2.56 |
| 6 | DeepSeek R1 0528 Qwen3 8B | 2.55 |
Interactive version: theaggregate.ai/benchmark?slug=medmeta · How It Works · Data refreshed daily, snapshot 2026-09-25.