Longitude Labs Inc., Carnegie Mellon University, Cornell University, 2026
BlueFin
LLM agents on professional-finance spreadsheet work: building new workbooks (synthesis), editing existing ones (manipulation), and answering questions about them (interrogation/comprehension). It puts particular weight on 'dynamic correctness', meaning formulas that still work when inputs change.
About this benchmark
- Size
- 131 tasks, 3,225 rubric criteria
- Public split
- 11 public tasks; 120 held out for the main evaluation
- Grading
- LM judge agent (GPT-5.4, high reasoning) scores weighted rubric criteria; score = points met / max points (0-100), non-completion = 0; judge validated against experts (Krippendorff alpha 0.826)
- Licence
- CC-BY-NC-4.0 (public data, HF); paper CC BY-NC-SA 4.0
- Submission
- none
- Products allowed
- Not stated
- Latest version
- arXiv v1 (2026-05-29)
- What it does not cover
- No leaderboard; only 5 frontier models scored; no accounting close or live data
Results
5 modelsEach score shows who reported it: the benchmark's authors (quoted from their paper), the benchmark's official board, or Moneda (run with the benchmark's own grader and rules). We do not copy other aggregators.
BlueFin arXiv v1 (2026-05-29)
criteria-weighted score % (overall), higher is better. 5 models.
Updated May 2026
- GPT-5.549.6
- Opus 4.749.2
- Gemini 3.1 Pro45.9
- Sonnet 4.642.9
- Grok 4.2031.3
BlueFin arXiv v1 (2026-05-29)
criteria-weighted score % (overall), higher is better. 5 models.
Updated May 2026
- 1GPT-5.549.6
- 2Opus 4.749.2
- 3Gemini 3.1 Pro45.9
- 4Sonnet 4.642.9
- 5Grok 4.2031.3
| 1 | GPT-5.5 | OpenAI | 49.6 | held-out set, 120 tasks | Paper Table 2 Reported by the authors, reported May 2026 · checked 1 Nov 2026 |
|---|---|---|---|---|---|
| 2 | Opus 4.7 | Anthropic | 49.2 | held-out set, 120 tasks | Paper Table 2 Reported by the authors, reported May 2026 · checked 1 Nov 2026 |
| 3 | Gemini 3.1 Pro | 45.9 | held-out set, 120 tasks | Paper Table 2 Reported by the authors, reported May 2026 · checked 1 Nov 2026 | |
| 4 | Sonnet 4.6 | Anthropic | 42.9 | held-out set, 120 tasks | Paper Table 2 Reported by the authors, reported May 2026 · checked 1 Nov 2026 |
| 5 | Grok 4.20 | xAI | 31.3 | held-out set, 120 tasks | Paper Table 2 Reported by the authors, reported May 2026 · checked 1 Nov 2026 |
Papers and links
Last checked 1 Nov 2026. Something out of date or wrong? Send a correction.
