SciConvBench - Inconsistency Resolution - Solid Mechanics - Final Resolution: leaderboard

Metric: Final Resolution Rate (%): share of solid mechanics 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: Estimated already saturated. 5 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro94.7
2Gemini 2.5 Flash87.1
3GPT-5.284.1
4Claude Sonnet 4.675.9
5GPT-OSS-120B57.6

Interactive version: theaggregate.ai/benchmark?slug=sciconvbench-inconsistency-resolution-solid-mechanics-final-resolution · How It Works · Data refreshed daily, snapshot 2026-10-07.