SciConvBench - Inconsistency Resolution - Materials Science - Final Resolution: leaderboard
Metric: Final Resolution Rate (%): share of materials science inconsistency resolution cases (requests with planted conflicting information) whose final specification resolves every annotated issue, the assistant may ask one clarification question per turn of a simulated scientist (Claude Sonnet 4.6, answering only from the hidden reference specification) for at most 11 turns before producing the final task specification, guided scientist-mode system prompt, judged by Gemini 2.5 Pro against the annotated issues; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 87.4 |
| 2 | Gemini 2.5 Flash | 75.3 |
| 3 | Claude Sonnet 4.6 | 71.3 |
| 4 | GPT-5.2 | 66.7 |
| 5 | GPT-OSS-120B | 54.6 |
Interactive version: theaggregate.ai/benchmark?slug=sciconvbench-inconsistency-resolution-materials-science-final-resolution · How It Works · Data refreshed daily, snapshot 2026-10-07.