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.

Best reported

49.6

GPT-5.5OpenAI

criteria-weighted score % (overall)

Reported by the authors, May 2026

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 models
Leaderboard

Each 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

  1. GPT-5.549.6
  2. Opus 4.749.2
  3. Gemini 3.1 Pro45.9
  4. Sonnet 4.642.9
  5. Grok 4.2031.3

BlueFin arXiv v1 (2026-05-29)

criteria-weighted score % (overall), higher is better. 5 models.

Updated May 2026

  1. 1GPT-5.549.6
  2. 2Opus 4.749.2
  3. 3Gemini 3.1 Pro45.9
  4. 4Sonnet 4.642.9
  5. 5Grok 4.2031.3
BlueFin leaderboard (criteria-weighted score % (overall), higher is better)
1GPT-5.5OpenAI49.6held-out set, 120 tasksPaper Table 2
Reported by the authors, reported May 2026 · checked 1 Nov 2026
2Opus 4.7Anthropic49.2held-out set, 120 tasksPaper Table 2
Reported by the authors, reported May 2026 · checked 1 Nov 2026
3Gemini 3.1 ProGoogle45.9held-out set, 120 tasksPaper Table 2
Reported by the authors, reported May 2026 · checked 1 Nov 2026
4Sonnet 4.6Anthropic42.9held-out set, 120 tasksPaper Table 2
Reported by the authors, reported May 2026 · checked 1 Nov 2026
5Grok 4.20xAI31.3held-out set, 120 tasksPaper Table 2
Reported by the authors, reported May 2026 · checked 1 Nov 2026

Last checked 1 Nov 2026. Something out of date or wrong? Send a correction.