Head-to-head comparison

Kimi K2.6 vs. MiMo-V2.5-Pro

Compare published benchmark results from matching versions and cohorts, API pricing, and technical specifications. Any documented test setup differences remain visible.

shared result series: 109
distinct benchmarks: 18
latest retrieval: 2026-09-04

First modelSecond model

Specifications

General specifications

Release date, availability, context window, architecture, and published parameter counts at a glance. Undisclosed details remain marked as unavailable.

Specifications for Kimi K2.6 and MiMo-V2.5-Pro
Attribute	Kimi K2.6	MiMo-V2.5-Pro
Provider	Moonshot AI	Xiaomi
Released	Apr 20, 2026	Apr 23, 2026
Availability	Active	Open Source
Model type	Open Weights	Open Weights
Parameters	1T, 32B active	1T, 42B active
Architecture	Mixture of Experts	Mixture of Experts
Context window	262,144 tokens	1,000,000 tokens
Knowledge cutoff	Not published	Not published
Technical sources	Model, Context	Model

Pricing

API pricing compared

The table compares official standard API rates per 1M tokens, including published cache pricing. Batch, fast, priority, regional surcharges, tool calls, and cloud platform pricing are excluded.

API pricing for Kimi K2.6 and MiMo-V2.5-Pro
Price type	Kimi K2.6	MiMo-V2.5-Pro
API input	$0.95	$0.43
API output	$4	$0.87
Cache read	$0.16	$0.
Cache write (5 min.)	Not listed	Not listed
Cache write (1 hr.)	Not listed	Not listed
Price verified	07/30/2026 Source	07/31/2026 Source

Kimi K2.6MiMo-V2.5-Pro

API inputUSD per 1M tokens, base tier

Kimi K2.6$0.95

MiMo-V2.5-Pro$0.435

API outputUSD per 1M tokens, base tier

Kimi K2.6$4

MiMo-V2.5-Pro$0.87

Cache readUSD per 1M tokens, base tier

Kimi K2.6$0.16

MiMo-V2.5-Pro$0.004

Key to the marks:better valuebetter, but not conclusivetie

Pricing by provider

Direct developer pricing and provider endpoint tariffs routed through OpenRouter are listed separately. Prices are in USD per 1M tokens. Context-dependent direct tiers plus regional, Flex, Priority, and other OpenRouter tariffs remain individually identifiable.

Provider pricing for Kimi K2.6 and MiMo-V2.5-Pro
Model	Provider	Purchase route and tariff	Input per 1M tokens	Output per 1M tokens	Source
Kimi K2.6	Moonshot AI	Direct from developerStandard API	$0.95	$4	Source07/30/2026
	AtlasCloud	Via OpenRouteratlas-cloud/int4	$0.95	$4	Source09/06/2026
	Baidu	Via OpenRouterbaidu/fp4	Lowest listed price: $0.5368	Lowest listed price: $2.26	Source09/06/2026
	BaseTen	Via OpenRouterbaseten/fp4#1	$0.95	$4	Source09/06/2026
	BaseTen	Via OpenRouterbaseten/fp4#2	$0.95	$4	Source09/06/2026
	Chutes	Via OpenRouterchutes/int4	$0.58	$3.4	Source09/06/2026
	Cloudflare	Via OpenRoutercloudflare	$0.95	$4	Source09/06/2026
	CoreWeave	Via OpenRoutercoreweave/fp4	$0.65	$3.41	Source09/06/2026
	Crusoe	Via OpenRoutercrusoe/bf16	$0.7	$3.5	Source09/06/2026
	Decart	Via OpenRouterdecart/fp4	$0.5372	$2.2618	Source09/06/2026
	DeepInfra	Via OpenRouterdeepinfra/fp4	$0.75	$3.5	Source09/06/2026
	DigitalOcean	Via OpenRouterdigitalocean	$0.95	$4	Source09/06/2026
	Fireworks	Via OpenRouterfireworks	$0.95	$4	Source09/06/2026
	GMICloud	Via OpenRoutergmicloud/fp8	$0.855	$3.6	Source09/06/2026
	Inceptron	Via OpenRouterinceptron/int4	$0.56	$3.39	Source09/06/2026
	Moonshot AI	Via OpenRoutermoonshotai/int4	$0.95	$4	Source09/06/2026
	Novita	Via OpenRouternovita	$0.8	$3.4	Source09/06/2026
	Parasail	Via OpenRouterparasail/int4	$0.75	$3.5	Source09/06/2026
	Phala	Via OpenRouterphala	$1.09	$4.6	Source09/06/2026
	SiliconFlow	Via OpenRoutersiliconflow/fp8	$0.77	$3.4	Source09/06/2026
	StreamLake	Via OpenRouterstreamlake/fp8	$0.5985	$2.52	Source09/06/2026
	Venice	Via OpenRoutervenice/int4	$0.75	$3.5	Source09/06/2026
MiMo-V2.5-Pro	Xiaomi	Direct from developerStandard API	$0.435	$0.87	Source07/31/2026
	AtlasCloud	Via OpenRouteratlas-cloud/fp8	$0.435	$0.87	Source09/06/2026
	DeepInfra	Via OpenRouterdeepinfra/fp8	$0.39	$1.17	Source09/06/2026
	DigitalOcean	Via OpenRouterdigitalocean	$0.4	$1.5	Source09/06/2026
	GMICloud	Via OpenRoutergmicloud/bf16	Lowest listed price: $0.3045	Lowest listed price: $0.609	Source09/06/2026
	Novita	Via OpenRouternovita	$0.4802	$0.9605	Source09/06/2026
	StreamLake	Via OpenRouterstreamlake	$0.522	$1.044	Source09/06/2026
	Xiaomi	Via OpenRouterxiaomi/fp8	$0.435	$0.87	Source09/06/2026

Performance

Shared benchmarks

Only published results with the same benchmark version, task, metric, and comparison cohort are paired. Different reasoning levels, agents, harnesses, or output limits appear directly in the table.

Capability profile from matched benchmarks

Each axis averages directly matched benchmark families. A value of 100 means the stronger value within this pair, not a universal quality score.

Kimi K2.6

MiMo-V2.5-Pro

Coding: 99.9 / 91.7 (5 benchmark families)

Reasoning: 99.6 / 96.3 (2 benchmark families)

Mathematics: 99.8 / 99.9 (1 benchmark family)

Knowledge: 99.6 / 98.3 (2 benchmark families)

Finance: 99.8 / 95.8 (5 benchmark families)

Legal: 94.8 / 97.8 (4 benchmark families)

Agentic tasks: 93.5 / 100 (1 benchmark family)

Health: 97.4 / 93.6 (3 benchmark families)

47 matched rows from 18 benchmark families were considered. The radar shows 8 of 10 comparable categories.

Kimi K2.6MiMo-V2.5-Pro

Code MigrationOverall. Higher is better. No documented setup difference

Kimi K2.627.768 %

MiMo-V2.5-Pro21.557 %

CorpFin v2Overall. Higher is better. No documented setup difference

Kimi K2.666.744 %

MiMo-V2.5-Pro61.422 %

EMBOverall. Higher is better. No documented setup difference

Kimi K2.657.855 %

MiMo-V2.5-Pro55.228 %

Finance Agent (v2)Overall. Higher is better. No documented setup difference

Kimi K2.644.899 %

MiMo-V2.5-Pro41.502 %

GPQA DiamondOverall. Higher is better. No documented setup difference

Kimi K2.689.142 %

MiMo-V2.5-Pro82.576 %

Harvey's Legal Agent BenchmarkOverall · Task fully resolved. Higher is better. No documented setup difference

Kimi K2.61.667 %

MiMo-V2.5-Pro2.083 %

Legal Research BenchOverall · All-pass. Higher is better. No documented setup difference

Kimi K2.615.865 %

MiMo-V2.5-Pro15.865 %

LegalBenchOverall. Higher is better. No documented setup difference

Kimi K2.684.738 %

MiMo-V2.5-Pro77.129 %

LiveCodeBench v6Overall. Higher is better. No documented setup difference

Kimi K2.686.771 %

MiMo-V2.5-Pro81.354 %

LMArena Text, Style ControlOverall. Higher is better. No documented setup difference

Kimi K2.61,460.613

MiMo-V2.5-Pro1,468.271

MedCodeOverall. Higher is better. No documented setup difference

Kimi K2.640.142 %

MiMo-V2.5-Pro32.484 %

MedScribeOverall. Higher is better. No documented setup difference

Kimi K2.678.149 %

MiMo-V2.5-Pro83.73 %

Key to the marks:better valuebetter, but not conclusivetie

Benchmark scores for Kimi K2.6 and MiMo-V2.5-Pro
Benchmark and task	Kimi K2.6	MiMo-V2.5-Pro	Source
Code MigrationOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner27.768 %	21.557 %	Vals AI Source details Data as of: 09/03/2026
CorpFin v2Overall Test details No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better	Winner66.744 %	61.422 %	Vals AI Source details Data as of: 08/12/2026
EMBOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner57.855 %	55.228 %	Vals AI Source details Data as of: 09/03/2026
Finance Agent (v2)Overall Test details No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better	Winner44.899 %	41.502 %	Vals AI Source details Data as of: 09/03/2026
GPQA DiamondOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner89.142 %	82.576 %	Vals AI Source details Data as of: 09/01/2026
Harvey's Legal Agent BenchmarkOverall · Task fully resolved Test details No documented difference in the test setupVersion: 1Metric: task resolution rateScoring: Higher is better	1.667 %	Winner2.083 %	Vals AI Source details Data as of: 09/03/2026
Legal Research BenchOverall · All-pass Test details No documented difference in the test setupVersion: 1Metric: all-pass rateScoring: Higher is better	Tie15.865 %	Tie15.865 %	Vals AI Source details Data as of: 09/03/2026
LegalBenchOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner84.738 %	77.129 %	Vals AI Source details Data as of: 09/01/2026
LiveCodeBench v6Overall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner86.771 %	81.354 %	Vals AI Source details Data as of: 09/01/2026
LMArena Text, Style ControlOverall Test details No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterKimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style control MiMo-V2.5-Pro: Snapshot: mimo-v2.5-pro, Harness: Arena text, style controlKimi K2.6: Style-controlled Arena rating from 37,573 anonymous pairwise votes.MiMo-V2.5-Pro: Style-controlled Arena rating from 57,416 anonymous pairwise votes.	1,460.613 95% confidence interval: ±4.534The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	No clear lead1,468.271 95% confidence interval: ±3.92The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	LMArena Source details Data as of: 09/01/2026
MedCodeOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner40.142 %	32.484 %	Vals AI Source details Data as of: 09/03/2026
MedScribeOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	78.149 %	Winner83.73 %	Vals AI Source details Data as of: 09/03/2026
MMLU-ProOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner87.572 %	84.595 %	Vals AI Source details Data as of: 09/01/2026
SWE-bench VerifiedOverall Test details No documented difference in the test setupVersion: 1Metric: accuracyScoring: Higher is better	Winner76.2 %	74 %	Vals AI Source details Data as of: 09/01/2026
TaxEval v2Overall Test details No documented difference in the test setupVersion: 2Metric: accuracyScoring: Higher is better	Winner74.652 %	73.794 %	Vals AI Source details Data as of: 09/01/2026
Terminal-Bench 2.1Overall Test details No documented difference in the test setupVersion: 2.1Metric: accuracyScoring: Higher is better	53.558 %	Winner57.303 %	Vals AI Source details Data as of: 09/03/2026
Vals IndexOverall Test details No documented difference in the test setupVersion: 2Metric: weighted index scoreScoring: Higher is better	Winner43.465 %	40.974 %	Vals AI Source details Data as of: 09/03/2026
Vibe Code Bench v1.1Overall Test details No documented difference in the test setupVersion: 1.1Metric: accuracyScoring: Higher is betterSettings: Harness: OpenHands	Winner37.891 %	34.113 %	Vals AI Source details Data as of: 09/03/2026
Code MigrationCLI Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value17.977 %	13.981 %	Vals AI Source details Data as of: 08/09/2026
CorpFin v2Exact Pages Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 48,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value64.802 %	60.373 %	Vals AI Source details Data as of: 08/06/2026
EMBComps Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value61.395 %	47.341 %	Vals AI Source details Data as of: 08/06/2026
Finance Agent (v2)Adjustments Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value37.934 %	34.386 %	Vals AI Source details Data as of: 08/06/2026
GPQA DiamondFew-Shot CoT Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value89.899 %	80.808 %	Vals AI Source details Data as of: 08/09/2026
LegalBenchConclusion Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value89.413 %	88.031 %	Vals AI Source details Data as of: 08/09/2026
LiveCodeBench v6Easy Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	No direct winner99.068 %	No direct winner99.068 %	Vals AI Source details Data as of: 08/09/2026
LMArena Text, Style ControlBusiness, management and finance Test details No documented difference in the test setupVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterKimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style control MiMo-V2.5-Pro: Snapshot: mimo-v2.5-pro, Harness: Arena text, style controlKimi K2.6: Style-controlled Arena rating from 7,489 anonymous pairwise votes.MiMo-V2.5-Pro: Style-controlled Arena rating from 11,336 anonymous pairwise votes.	1,455.777 95% confidence interval: ±7.725The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	Winner1,471.792 95% confidence interval: ±6.73The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	LMArena Source details Data as of: 09/01/2026
MMLU-ProBiology Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 96,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value93.724 %	92.469 %	Vals AI Source details Data as of: 08/09/2026
SWE-bench Verified<15 min fix Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value87.629 %	82.474 %	Vals AI Source details Data as of: 08/08/2026
TaxEval v2Correctness Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	62.715 %	Higher measured value63.123 %	Vals AI Source details Data as of: 08/09/2026
Terminal-Bench 2.1Easy Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value83.333 %	75 %	Vals AI Source details Data as of: 08/06/2026
Vals IndexCorpFin v2 Test details Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value68.182 %	62.471 %	Vals AI Source details Data as of: 08/09/2026
Code MigrationCOBOL Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value57.143 %	44.286 %	Vals AI Source details Data as of: 08/09/2026
CorpFin v2Max Fitting Context Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 48,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value67.249 %	61.422 %	Vals AI Source details Data as of: 08/06/2026
EMBDataroom Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	75.069 %	Higher measured value77.965 %	Vals AI Source details Data as of: 08/06/2026
Finance Agent (v2)All-Pass Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value32.584 %	28.848 %	Vals AI Source details Data as of: 08/06/2026
GPQA DiamondZero-Shot CoT Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value88.384 %	84.343 %	Vals AI Source details Data as of: 08/09/2026
LegalBenchInterpretation Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value82.197 %	79.497 %	Vals AI Source details Data as of: 08/09/2026
LiveCodeBench v6Hard Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value71.429 %	58.571 %	Vals AI Source details Data as of: 08/09/2026
LMArena Text, Style ControlChinese Test details No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterKimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style control MiMo-V2.5-Pro: Snapshot: mimo-v2.5-pro, Harness: Arena text, style controlKimi K2.6: Style-controlled Arena rating from 1,900 anonymous pairwise votes.MiMo-V2.5-Pro: Style-controlled Arena rating from 3,151 anonymous pairwise votes.	No clear lead1,526.043 95% confidence interval: ±14.272The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	1,511.885 95% confidence interval: ±11.287The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	LMArena Source details Data as of: 09/01/2026
MMLU-ProBusiness Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 96,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value91.635 %	89.987 %	Vals AI Source details Data as of: 08/09/2026
SWE-bench Verified>4 hours Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	0 %	Higher measured value33.333 %	Vals AI Source details Data as of: 08/08/2026
TaxEval v2Stepwise Reasoning Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value86.59 %	84.464 %	Vals AI Source details Data as of: 08/09/2026
Terminal-Bench 2.1Hard Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	25.556 %	Higher measured value40 %	Vals AI Source details Data as of: 08/06/2026
Vals IndexFinance Agent v2 Test details Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value44.932 %	41.243 %	Vals AI Source details Data as of: 08/09/2026
Code MigrationCode Quality Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: mean reviewer code-quality ratingScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	3.149 / 5	Higher measured value3.382 / 5	Vals AI Source details Data as of: 08/09/2026
CorpFin v2Shared Max Context Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 48,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value68.182 %	62.471 %	Vals AI Source details Data as of: 08/06/2026
EMBDCF Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value49.675 %	43.63 %	Vals AI Source details Data as of: 08/06/2026
Finance Agent (v2)Comparables Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value41.069 %	40.15 %	Vals AI Source details Data as of: 08/06/2026
LegalBenchIssue Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value90.089 %	80.173 %	Vals AI Source details Data as of: 08/09/2026
LiveCodeBench v6Medium Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value89.817 %	86.423 %	Vals AI Source details Data as of: 08/09/2026
LMArena Text, Style ControlCoding Test details No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterKimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style control MiMo-V2.5-Pro: Snapshot: mimo-v2.5-pro, Harness: Arena text, style controlKimi K2.6: Style-controlled Arena rating from 10,419 anonymous pairwise votes.MiMo-V2.5-Pro: Style-controlled Arena rating from 15,755 anonymous pairwise votes.	1,514.216 95% confidence interval: ±7.05The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	No clear lead1,520.349 95% confidence interval: ±6.131The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	LMArena Source details Data as of: 09/01/2026
MMLU-ProChemistry Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 96,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value92.491 %	90.459 %	Vals AI Source details Data as of: 08/09/2026
SWE-bench Verified1-4 hours Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value40.476 %	33.333 %	Vals AI Source details Data as of: 08/08/2026
Terminal-Bench 2.1Medium Test details Test setup not documented as identicalNo direct winnerVersion: 2.1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value66.667 %	65.455 %	Vals AI Source details Data as of: 08/06/2026
Vals IndexSWE-bench Test details No documented difference in the test setupVersion: 1.2Metric: benchmark scoreScoring: Higher is better	Winner74.51 %	66.667 %	Vals AI Source details Data as of: 08/09/2026
EMBLBO Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	43.117 %	Higher measured value47.739 %	Vals AI Source details Data as of: 08/06/2026
Finance Agent (v2)Disclosure Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	52.124 %	Higher measured value53.148 %	Vals AI Source details Data as of: 08/06/2026
LegalBenchRhetoric Tasks Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value81.4 %	64.964 %	Vals AI Source details Data as of: 08/09/2026
LMArena Text, Style ControlCreative writing Test details No documented difference in the test setupNo clear leadVersion: style-control-v1Metric: style-controlled Bradley-Terry ratingScoring: Higher is betterKimi K2.6: Snapshot: kimi-k2.6, Harness: Arena text, style control MiMo-V2.5-Pro: Snapshot: mimo-v2.5-pro, Harness: Arena text, style controlKimi K2.6: Style-controlled Arena rating from 5,846 anonymous pairwise votes.MiMo-V2.5-Pro: Style-controlled Arena rating from 10,262 anonymous pairwise votes.	1,430.943 95% confidence interval: ±8.493The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	No clear lead1,435.028 95% confidence interval: ±7.065The Arena score measures human preference rather than a fixed capability test. The confidence interval and model configuration are part of the result.	LMArena Source details Data as of: 09/01/2026
MMLU-ProComputer Science Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 96,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value91.22 %	88.049 %	Vals AI Source details Data as of: 08/09/2026
SWE-bench Verified15 min - 1 hour Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	74.33 %	Higher measured value74.713 %	Vals AI Source details Data as of: 08/08/2026
Vals IndexTerminal-Bench 2.1 Test details Test setup not documented as identicalNo direct winnerVersion: 1.2Metric: benchmark scoreScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 256,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	53.558 %	Higher measured value57.303 %	Vals AI Source details Data as of: 08/09/2026
EMBM&A Test details Test setup not documented as identicalNo direct winnerVersion: 1Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value64.205 %	64.098 %	Vals AI Source details Data as of: 08/06/2026
Finance Agent (v2)Earnings Analysis Test details Test setup not documented as identicalNo direct winnerVersion: 2Metric: accuracyScoring: Higher is betterKimi K2.6: Top P: 0.95, Output limit: 128,000 tokens MiMo-V2.5-Pro: Temperature: 1, Top P: 0.95, Output limit: 128,000 tokens	Higher measured value63.824 %	54.614 %	Vals AI Source details Data as of: 08/06/2026
Key to the marks:better valuebetter, but not conclusivetie

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