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Whisper Large-v3GPT-6.1 Sol


Vals IndexGDP-weighted benchmark	N/A	61.15%±1.01
Legal Research BenchAgentic US legal research	N/A	38.46%±3.38
Finance Agent (v2)Core financial analyst tasks	N/A	52.03%±0.31
Tax Agent BenchAgentic US corporate tax research	N/A	62.31%±3.20
MedCodeMedical billing code support	N/A	48.84%±2.12
Code MigrationRewriting programs in new languages	N/A	65.12%±4.36
Terminal-Bench 4.0Frontier-difficulty terminal tasks	N/A	55.05%±1.82
Vibe Code Bench v1.1Building web apps from scratch	N/A	88.93%±1.89

Benchmarks

Vals Index *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 1.01

(30/30)

Legal Research Bench *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 3.38

(71/71)

Finance Agent (v2) *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 0.31

(72/72)

Tax Agent Bench *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 3.20

(63/63)

MedCode *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 2.12

(103/103)

Code Migration *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 4.36

(70/70)

Terminal-Bench 4.0

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 1.82

(31/31)

Vibe Code Bench v1.1 *

Whisper Large-v3

N/A

GPT-6.1 Sol

0.00%± 1.89

(105/105)

Overall performance

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

•2026-09-29

Whisper Large-v3 GPT-6.1 Sol

Comparison by Industry

Model performance on different sections of the economy.

Legal

N/A

vs.

21.94%

Finance

N/A

vs.

61.71%

Healthcare

N/A

vs.

67.65%

Math

N/A

vs.

99.00%

Science

N/A

vs.

63.01%

Education

N/A

vs.

46.54%

Voice

54.33%

vs.

N/A

Coding

N/A

vs.

76.50%

Beta

N/A

vs.

45.02%

Social Mobility

N/A

vs.

59.34%

Cost Analysis

Per task and per token model pricing.

Vals Index · USD

N/A

$3.237

Cost / TestVals Index

N/A

vs.

$3.237

Input Cost/ 1M Tokens

N/A

vs.

$2.00

Input Cache Write/ 1M Tokens

N/A

vs.

$2.50

Input Cache Read/ 1M Tokens

N/A

vs.

$0.10

Output Cost/ 1M Tokens

N/A

vs.

$10.00

Model Metadata

Basic information about each model.


Model provider	Groq	OpenAI
Latency	N/A	2590.01s
Cost (In/Out)	N/A / N/A	$2 / $10
Context Window	N/A	1M
Max Output Token	N/A	128k
Input Modality