DeepSynth-Eval (Agentic Multi-Turn): leaderboard
Metric: Overall checklist score (%; plan, per-section selective full-text reading and writing, final polish; 96 survey-writing tasks, 19,167 atomic checklist requirements; group score min(1, net reward / saturation threshold) with -1 for an incorrect mention, weighted over groups; DeepSeek-V3.2 judge). Source: arxiv.org. Saturation forecast: Around June 2027. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 235B A22B 2507 (Thinking) | 35.5 |
| 2 | GPT-5.2 | 33.3 |
| 3 | DeepSeek V3.2 | 30.4 |
| 4 | Qwen 3 30B A3B 2507 (Thinking) | 17.3 |
Interactive version: theaggregate.ai/benchmark?slug=deepsynth-eval-agentic-multi-turn · How It Works · Data refreshed daily, snapshot 2026-09-26.