MSMS Elucidation - Subformula Forward LSM-Gen - All Top 5: leaderboard

arXiv2611.03308v1 Table1; Claude Opus5 adaptive thinking High, AWS Bedrock Mantle,64000output tokens per turn,max20tool calls. Formula supplied; ID50/OOD50/All100 analytes. Native no-tools/subformula/forward/de-novo tool ladders separated. Transport/tool-timeout/JSON-parse failures rerun under same config until100usable answers; truncated reasoning gets an answer-recovery turn. Scores are conditional on usable completion, not single-attempt success. Top-k exact structure; ECFP4 Tanimoto similarity; MCES molecular-graph distance lower better. No specialist generator is aliased to the language model.

Metric: Top 5 (%). Source: arxiv.org. 1 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 5 (High)62#16 (Claude Opus 5)

Interactive version: theaggregate.ai/benchmark?slug=msms-elucidation-subformula-forward-lsm-gen-all-top-5 · How It Works · Data refreshed daily, snapshot 2026-11-05.