AfterQuery, 2025

FinanceQA

Analyst-style numerical tasks based on 10-K data: hand-spreading metrics, applying accounting and valuation conventions, and working from incomplete information that needs assumptions. Also includes conceptual questions.

Best reported

0.487

o1OpenAI

accuracy (total, 0-1)

Reported by the authors, 30 Jan 2025

About this benchmark

Size
148 questions (HF test split; types: basic, assumption, conceptual)
Public split
148-row test split on Hugging Face
Grading
Exact correct match, scored 1 or 0 with no partial credit
Licence
Apache-2.0 (data)
Submission
none
Products allowed
Not stated
Latest version
v1 (2025-01-30)
What it does not cover
No agentic retrieval, multi-document research or market 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.

FinanceQA v1 (2025-01-30)

accuracy (total, 0-1), higher is better. 5 models.

Updated 1 Nov 2026

  1. o10.487
  2. Claude-3-5-sonnet-202410220.399
  3. GPT-4o0.392
  4. Numa 10.355
  5. Llama-3.3-70B-Instruct0.311

FinanceQA v1 (2025-01-30)

accuracy (total, 0-1), higher is better. 5 models.

Updated 1 Nov 2026

  1. 1o10.487
  2. 2Claude-3-5-sonnet-202410220.399
  3. 3GPT-4o0.392
  4. 4Numa 10.355
  5. 5Llama-3.3-70B-Instruct0.311
FinanceQA leaderboard (accuracy (total, 0-1), higher is better)
1o1OpenAI0.487DefaultPaper Table 1
Reported by the authors, 30 Jan 2025
2Claude-3-5-sonnet-20241022Anthropic0.399DefaultPaper Table 1
Reported by the authors, 30 Jan 2025
3GPT-4oOpenAI0.392DefaultPaper Table 1
Reported by the authors, 30 Jan 2025
4Numa 1Moneda0.355Product with tools; 148-question test split; graded by a two-judge panel, not the authors' graderMoneda run, 2026-11-01
Run by Moneda, 1 Nov 2026
5Llama-3.3-70B-InstructMeta0.311DefaultPaper Table 1
Reported by the authors, 30 Jan 2025

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 Something out of date or wrong?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