RAIL - Fluid Reasoning: leaderboard
Metric: LLM-as-judge score (%) on fluid-reasoning tasks (induction, deduction over audio); higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 26 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 82.89 |
| 2 | Gemini 3 Flash | 77.05 |
| 3 | Gemini 2.5 Flash | 74.67 |
| 4 | GPT-4o Audio | 69.92 |
| 5 | GPT Audio | 57.14 |
| 6 | MERaLiON-2-10B | 53.11 |
| 7 | Gemma 3n E4B (IT) | 36.65 |
| 8 | Qwen2-Audio-7B-Instruct | 36.02 |
| 9 | SALMONN-13B | 29.81 |
Interactive version: theaggregate.ai/benchmark?slug=rail-fluid-reasoning · How It Works · Data refreshed daily, snapshot 2026-09-29.