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Finance benchmarks

Find tests for financial research, document analysis, accounting, and tax work.

These tests evaluate specific tasks and agent setups. They do not establish investment performance or a single best model for finance.

Records keep metrics and harness variants separate. Source rows can include different model and agent configurations; linked profiles count distinct public model identities. Neither count represents independent evaluations. Dates describe the stored source record.

Public model rows count finite, displayable results linked to reviewed original artifacts. Publisher comparison charts can include other providers' models. Follow the result link to inspect each row's source and run conditions.

Financial research and reasoning

  • Finance Agent v2

    78 stored source rows · 65 linked model profiles

    Source update in snapshot: 2026-10-12

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    The default Vals tool harness, partial-credit score, and all-pass score stay distinct. Version 1.1 appears below as historical evidence.

    Financial analyst task categories

  • PRBench Finance

    37 stored source rows · 19 linked model profiles

    Snapshot label: October 15, 2026 snapshot

    Original source

    Published professional-reasoning configurations remain separate from finance-agent runs.

    37 published rows

  • FinanceArena

    19 stored source rows · 14 linked model profiles

    Snapshot label: October 12, 2026 snapshot

    Original source

    The source table is labeled FinanceQA, Assumption-Based. It does not publish a task count or per-row run settings.

    Professional financial-analysis questions

Financial documents and modeling

  • CorpFin v2

    134 stored source rows · 77 linked model profiles

    Source update in snapshot: 2026-08-12

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    Credit-agreement results preserve exact-page and context-budget views.

    Credit-agreement understanding tasks

  • MortgageTax

    98 stored source rows · 58 linked model profiles

    Source update in snapshot: 2026-09-01

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    Semantic extraction and numerical extraction remain separate task views.

    Mortgage and tax extraction tasks

  • EMB

    74 stored source rows · 62 linked model profiles

    Source update in snapshot: 2026-10-12

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    Spreadsheet-modeling evidence comes from the published agent setup.

    Excel-based financial modeling tasks

Accounting, banking, and tax workflows

  • Ramp Accounting Bench

    16 stored source rows · 16 linked model profiles

    Snapshot label: October 14, 2026 snapshot

    Original source

    A fixed accounting-agent setup reports mean criterion-level scores across three attempts.

    137 accounting tasks · 3 attempts per task

  • BankerToolBench

    2 public model rows linked to original artifacts

    Original source

    Sparse provider-reported banking-tool results are a starting point for inspection.

    Finance and banking tool-use tasks

  • Tax Agent Bench

    69 stored source rows · 60 linked model profiles

    Source update in snapshot: 2026-10-12

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    Overall and all-pass results use a dedicated US tax harness.

    US tax research, calculations, forms, filings, and precedent analysis

  • TaxEval v2

    145 stored source rows · 82 linked model profiles

    Source update in snapshot: 2026-09-01

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    Read tax-task conditions alongside each result.

    Tax question answering and response evaluation

Historical evidence

  • Finance Agent v1.1

    51 stored source rows · 31 linked model profiles

    Archived source board

    Source update in snapshot: 2026-06-04

    Source snapshot captured: 2026-10-15T18:47:28.403Z

    Original source

    Archived Finance Agent v1.1 has a different task taxonomy and grading protocol from v2.

    11 financial analyst task views

Other collections

All benchmarks