Benchmark Almanac

Kimi K2 Thinking

Kimi K2 Thinking places in the top three on 3 benchmarks.

Moonshot AI Released 6 Nov 2025 Family Kimi K2 The lab's model card
69
Benchmarks with a score
0
Ranked first, out of five or more models
3
In the top three
Moonshot AI Nov 2025

Kimi K2 Thinking

Open weights Flagship

145.9 #88 of 271
Epoch Capabilities Index
  • Terminal-Bench 2.0 35.7% #27 /43
  • SciCode 44.8% #19 /47
  • Toolathlon 17.6% #42 /50

Where it ranks

Its best score on each benchmark, and where that ranks among every model with a score there. We rank each model once, at its best setting.

Knowledge and language

BenchmarkScoreRankSource
MMLU-Redux 94.4% #5 of 38 Model card
MMLU-Pro 84.6% #35 of 151 Model card
FRAMES 87% #2 of 8 Model card
Creative Writing v3 73.3 #36 of 120 Official leaderboard
Humanity's Last Exam 44.9% #50 of 147 Model card
Longform Creative Writing (EQ-Bench) 69.0 #43 of 119 Official leaderboard
Seal-0 56.3% #2 of 5 Model card
CL-bench 17.6% #14 of 24 Official leaderboard
MultiChallenge 55.4% #24 of 35 Official leaderboard
SkateBench v2 43.9% #16 of 21 Official leaderboard
Longform Writing 73.8% #1 of 1 Model card

Math and science

BenchmarkScoreRankSource
SMT 2025 91% #6 of 40 Official leaderboard
AIME 2025 94.5% #24 of 143 Model card
CMIMC 2025 90.6% #6 of 33 Official leaderboard
GPQA Diamond 84.2% #74 of 219 Epoch AI
BRUMO 2025 93.3% #15 of 42 Official leaderboard
FrontierMath 21.4% #28 of 70 Epoch AI
OTIS Mock AIME 2024-2025 83.1% #84 of 202 Epoch AI
HiPhO 57.2% #16 of 35 Official leaderboard
HMMT 2025 89.4% #23 of 49 Model card
General365 53% #13 of 23 Official leaderboard
HMMT Nov 2025 89.2% #14 of 22 Official leaderboard
SimpleBench 39.6% #70 of 100 Official leaderboard
IMO-AnswerBench 78.6% #27 of 37 Model card
FrontierMath Tier 4 0% #52 of 55 Epoch AI
MathArena (Apex, IMO, USAMO) 0% #47 of 47 Official leaderboard

Coding

BenchmarkScoreRankSource
LiveCodeBench 83.1% #8 of 73 Model card
METR Time Horizon 58 min #10 of 31 Official leaderboard
OJBench 48.7% #4 of 12 Model card
SciCode 44.8% #19 of 47 Model card
SWE-bench Verified 63.4% #27 of 60 Official leaderboard
Multi-SWE-bench 41.9% #6 of 10 Model card
WeirdML 42.8% #68 of 112 Official leaderboard
Bird-SQL 59.9% #8 of 13 Official leaderboard
ALE-Bench 598 #94 of 121 Epoch AI
OTelBench 7.25% #11 of 14 Official leaderboard
WebDev Arena 1,337 #85 of 105 Epoch AI
SWE-bench Multilingual 61.1% #58 of 70 Model card
OpenHands Index 41% #28 of 33 Official leaderboard
PostTrainBench 7.25% #23 of 23 Official leaderboard

Agents and tools

BenchmarkScoreRankSource
Terminal-Bench 47.1% #3 of 22 Model card
SnakeBench 29 #41 of 183 Official leaderboard
Step Race 3 #15 of 59 Official leaderboard
Elimination Game 4 #26 of 56 Official leaderboard
Terminal-Bench 2.0 35.7% #27 of 43 Official leaderboard
BrowseComp-ZH 62.3% #11 of 17 Model card
BrowseComp 60.2% #54 of 77 Model card
Pencil Puzzle Bench 0% #39 of 53 Official leaderboard
BalatroBench 5.47 #12 of 16 Official leaderboard
Agent Poker Bench 1,012 #14 of 17 Official leaderboard
VITA-Bench 12.8% #15 of 18 Official leaderboard
Toolathlon 17.6% #42 of 50 Official leaderboard
RWSearch 63% #7 of 7 Official leaderboard

Professional work

BenchmarkScoreRankSource
CaseLaw v2 65.7% #11 of 53 Official leaderboard
ProfBench 48.9% #32 of 72 Official leaderboard
HealthBench 58% #16 of 30 Model card
TaxEval v2 71.7% #71 of 129 Official leaderboard
CorpFin v2 60.6% #67 of 119 Official leaderboard
Vals Finance Agent v1 26% #28 of 47 Official leaderboard
LegalBench 80.2% #85 of 138 Official leaderboard
PRBench 40.9% #30 of 44 Official leaderboard
Physical-Engineering's Last Exam 0.06 #13 of 18 Official leaderboard
Vals Finance Agent 36.6% #41 of 49 Official leaderboard
prinzbench 22.0 #22 of 26 Official leaderboard
FinSearchComp 47.4% #7 of 7 Model card

Safety and security

BenchmarkScoreRankSource
Human Pathogen Capabilities Test v2 (HPCT v2) 50.4% #42 of 71 Official leaderboard
Agentic BAIM-LLM Evaluation (ABLE) 48.1% #10 of 16 Official leaderboard

Other

BenchmarkScoreRankSource
CAIS Text Capabilities Index 19.9 #49 of 66 Official leaderboard
CAIS Risk Index 63.9 #53 of 65 Official leaderboard

Moonshot AI's models over time

Moonshot AI's models in color, against every other model on the Epoch Capabilities Index, by release date.

50 75 100 125 150 175 2023 2024 2025 2026 2027 Kimi K3 Kimi K2.7 Code Kimi K2 Thinking Kimi K2 50 75 100 125 150 175 2023 2024 2025 2026 2027 Kimi K3 Kimi K2.5

Its launch post

The benchmarks the lab chose to headline, with the scores it gave.