BlueFin - Synthesis: leaderboard

The 9 held-out synthesis tasks of BlueFin (Kundurthy et al., 2026): the agent builds a financial-model workbook from a natural-language brief through a spreadsheet tool harness. Scored in percent (higher is better) as the weighted share of expert rubric criteria met, checked by an agentic GPT-5.4 judge.

Metric: Criteria-weighted rubric score (%; points met over maximum points of expert rubrics checked by an agentic GPT-5.4 judge for synthesis and manipulation workbooks, answer correctness for interrogation, non-completions count as zero; 20-tool spreadsheet harness, high reasoning effort; 9 held-out tasks building a financial model from a brief). Source: arxiv.org. Saturation forecast: Around May 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.7 (High)66.7#75 (Claude Opus 4.7)
2GPT-5.5 (High)59.9#48 (GPT-5.5)
3Claude Sonnet 4.6 (High)53.2#158 (Claude Sonnet 4.6)
4Gemini 3.1 Pro (Preview) (High)50.3#91 (Gemini 3.1 Pro (Preview))
5Grok 4.20 (High)46.9#296 (Grok 4.20)

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=bluefin-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-12.