BenchmarksInternal Financial Research

Internal Financial Research

Completing financial research tasks in Moonshot’s internal finance evaluation.

FinanceRecipe not catalogued

Test definition

How the test is scored

The release chart labels K3.1 Pro at 70.4 and K3 at 58.8; task count, judge and aggregation are not specified.

Publisher-only internal result. These scores do not establish a general research or independent finance ranking.

A different task split, tool policy, judge or reasoning effort can change the result. Choose one comparison group below.

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Comparison group

selfInternal finance and predecessor comparisons · Internal Financial Research

self% · Higher is better

Bars start at zero. 2 reported results in this comparison group; ties share a rank. Source ↗

Every numeric result, with its source and reported run conditions.

Find a resultSource

2 results

Results (%)
Model	Result (%)	Source	Run
Kimi K3.1 Pro	70.4	self	Details Labelled values from the internal finance chart. This internal evaluation is distinct from external finance benchmarks. Chart labels and explicit release prose, read 24 October 2026. These are internal publisher evaluations. The finance-chart Business Operation value differs from the full-table value and retains its own row. No Highspeed scores are inferred. Metric Internal Financial Research Published 23 October 2026 Effort Not reported separately Tasks / attempts Unknown / Unknown Confidence interval Not reported Build a reproduction plan →
Kimi K3	58.8	self	Details Labelled values from the internal finance chart. This internal evaluation is distinct from external finance benchmarks. Chart labels and explicit release prose, read 24 October 2026. These are internal publisher evaluations. The finance-chart Business Operation value differs from the full-table value and retains its own row. No Highspeed scores are inferred. Metric Internal Financial Research Published 23 October 2026 Effort Not reported separately Tasks / attempts Unknown / Unknown Confidence interval Not reported Build a reproduction plan →

Recipe not catalogued

Public execution instructions have not been verified in this catalogue. This status does not claim that the benchmark is closed or impossible to run.