Benchmark Almanac

FinStepBench

In use

Models do three kinds of finance work: retrieving and checking live financial facts, building company valuations, and writing full research reports. Graders check accuracy, sourcing and reproducible calculations.

StepFun built the three suites in house. The post does not name the grader, so the scoring type is a guess.

Made by
StepFun
Released
September 2026
Kind
Finance
Level
Expert
Scored
Graded by a model
Answers
Open-ended
Tasks
Kept private
Last in a launch post
September 2026
Last model added
September 2026
1
Model scored in lab cards
1
Launch post lists it, from 1 lab

Step 5 Preview leads with 63.6%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Step 5 Preview 63.6%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Step 5 Preview 63.6% Sep 2026 Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0% 20% 40% 60% 80% 100% Near the ceiling (85%) Step 5 Preview 0% 20% 40% 60% 80% 100% Near the ceiling (85%) Step 5 Preview

Source: Labs’ model cards

One lab put it in a launch post in the last six months

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

StepFun
DateLaunch postScoreAs the post writes it
Sep 20, 2026 Step 5 Preview 63.6 Mean of FinStepBench-LiveSearch 74.5 / FinStepBench-CorporateValuation 60.6 / FinStepBench-FinanceDR 55.8

More in Law, finance and medicine

All 179 in Law, finance and medicine
  • MedXpertQA-MM In use Models answer expert-level medical exam questions that combine images with clinical records and test results. Scoring is accuracy. Qwen 3.8 Max 80.4%
  • HealthBench Professional In use 525 physician-authored tasks from real clinician chats (care consult, documentation, research) with physician-adjudicated rubrics. Claude Sonnet 5.5 69.2%
  • HealthBench In use 5,000 realistic health conversations graded against physician-written rubrics. A length-adjusted variant penalizes verbosity. GPT-5 67.2%
  • FinSearchComp In use Agents search the web to fetch live financial data, look up history, and run multi-step investigations, across 635 expert-written questions. Scored by answer accuracy. Ling-3.1-flash 81.7%
  • KBL In use Models answer Korean legal knowledge and reasoning tasks and Korean bar exam questions. It has 7 knowledge tasks, 4 reasoning tasks and 2,510 bar exam items. Solar Pro 4 77.5%
  • KorMedMCQA In use Models answer 7,469 multiple-choice questions from Korean licensing exams for doctors, nurses, pharmacists and dentists, held from 2012 to 2024. Solar Pro 4 93.2%