Compare Models

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Qwen 3.8 27BMiniMax-M3.1-Flash


Vals IndexGDP-weighted benchmark	N/A	53.78%±1.07
Legal Research BenchAgentic US legal research	36.06%±3.34	34.13%±3.30
Finance Agent v2.1Core financial analyst tasks	N/A	58.83%±2.07
Tax Agent BenchAgentic US corporate tax research	30.89%±3.32	32.14%±3.34
MedCodeMedical billing code support	28.70%±1.97	N/A
Terminal-Bench-ScienceExpert-authored scientific research workflows	0.00%±0.00	N/A
Terminal-Bench 4.0Frontier-difficulty terminal tasks	N/A	25.25%±1.01
Vibe Code Bench v1.1Building web apps from scratch	64.85%±4.83	73.94%±4.25

Benchmarks

Vals Index *

Qwen 3.8 27B

N/A

MiniMax-M3.1-Flash

0.00%± 1.07

(26/26)

Legal Research Bench *

Qwen 3.8 27B

0.00%± 3.34

(84/84)

MiniMax-M3.1-Flash

0.00%± 3.30

(84/84)

Finance Agent v2.1 *

Qwen 3.8 27B

N/A

MiniMax-M3.1-Flash

0.00%± 2.07

(30/30)

Tax Agent Bench *

Qwen 3.8 27B

0.00%± 3.32

(75/75)

MiniMax-M3.1-Flash

0.00%± 3.34

(75/75)

MedCode *

Qwen 3.8 27B

0.00%± 1.97

(107/107)

MiniMax-M3.1-Flash

N/A

Terminal-Bench-Science

Qwen 3.8 27B

0.00%± 0.00

(42/42)

MiniMax-M3.1-Flash

N/A

Terminal-Bench 4.0

Qwen 3.8 27B

N/A

MiniMax-M3.1-Flash

0.00%± 1.01

(54/54)

Vibe Code Bench v1.1 *

Qwen 3.8 27B

0.00%± 4.83

(118/118)

MiniMax-M3.1-Flash

0.00%± 4.25

(118/118)

Overall performance

Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law

•2026-10-22

Qwen 3.8 27B MiniMax-M3.1-Flash

Comparison by Industry

Model performance on different sections of the economy.

Legal

59.24%

vs.

20.82%

Finance

55.56%

vs.

52.94%

Healthcare

56.27%

vs.

N/A

Math

16.00%

vs.

N/A

Science

0.00%

vs.

N/A

Academic

85.72%

vs.

N/A

Education

52.40%

vs.

N/A

Coding

52.00%

vs.

49.60%

Cyber

67.80%

vs.

N/A

Cost Analysis

Per task and per token model pricing.

Vals Index · USD

N/A

$0.66

Cost / TestVals Index

N/A

vs.

$0.66

Input Cost/ 1M Tokens

$0.50

vs.

$0.15

Input Cache Write/ 1M Tokens

$0.625

vs.

N/A

Input Cache Read/ 1M Tokens

$0.05

vs.

$0.015

Output Cost/ 1M Tokens

$3.00

vs.

$0.60

Model Metadata

Basic information about each model.


Model provider	Alibaba	MiniMax
Latency	N/A	2597.84s
Cost (In/Out)	$0.5 / $3	$0.15 / $0.6
Context Window	262k	1M
Max Output Token	66k	524k
Input Modality