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last update: 4 Feb 2025

LLM Leaderboard

Top Models per Task
Best in Multitask Reasoning (MMLU)
Top 5 MMLU Models
Best in Coding (Human Eval)
Top 5 HumanEval Models
Best in Math (MATH)
Charts
Fastest and Most Affordable Models
Fastest Models
Charts
Lowest Latency (TTFT)
Latency Chart
Cheapest Models
Price Comparison Chart
Compare Models
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Model
Context size
Cutoff date
Input/Output cost
Max output tokens
Latency (TTFT)
Throughput
Claude 3.7 Sonnet (Reasoner)
200,000
November 2024
$3.00
/
$15.00
64,000
/
/
Grok-2 mini
128,000
Decermber 2024
N/A
/
8,000
N/A
N/A
Grok-2
128,000
December 2024
N/A
/
8,000
N/A
N/A
DeepSeek-R1
128,000
December 2024
$0.55
/
$2.19
8,000
40s
58 t/s
OpenAI o3-mini
200,000
December 2024
$1.1
/
$4.4
8,000
10.5s
214 t/s
OpenAI o1-mini
128,000
December 2024
$3
/
$12
8,000
11.43s
196 t/s
Qwen2.5-72b
131,000
December 2024
$0.4
/
$0.75
8,000
1.34s
61 t/s
DeepSeek V3
128,000
December 2024
$0.27
/
$1.1
8,000
1.47 s
47 t/s
OpenAI o1
200,000
October, 2023
$15 input & $7.50 cashed
/
$60
100,000
/
/
Gemini 2.0 Flash
1,000,000
December 2024
/
8,192
0.48s
169 t/s
Llama 3.3 70b
128,000
July 2024
$0.59
/
$0.79
32,768
n/a
250 t/s via Groq
Nova Micro
128,000
July 2024
$0.04
/
$0.14
4096
0.3s
n/a
Nova Lite
300,000
July 2024
$0.06
/
$0.24
4096
0.4s
150 t/s
Nova Pro
300,000
July 2024
$0.8
/
$3.2
4096
0.4s
97 t/s
Claude 3.5 Haiku
200,000
July 2024
$0.80
/
$4
4096
0.77s
60 t/s
Llama 3.1 405b
128,000
Dec 2023
$5
/
$10
4096
0.59s
163 t/s via SambaNova
Llama 3.1 70b
128,000
Dec 2023
$0.6
/
4096
0.38s
2,100 t/s (Cerebras)
Llama 3.1 8b
128,000
Dec 2023
$0.05
/
$0.08
4096
0.32s
~1800 t/s (Cerebras)
Gemini 1.5 Flash
1,000,000
May 2024
$0.075
/
$0.3
4096
1.06S
166 t/s
Gemini 1.5 Pro
2,000,000
May 2024
$3.5
/
$10.5
4096
1.12s
61 t/s
GPT-3.5 Turbo
16,400
Sept 2023
$0.5
/
$1.5
4096
0.37s
84 t/s
GPT-4o mini
128,000
Oct 2023
$0.15
/
$0.6
4096
0.56s
97 t/s
GPT-Turbo
128,000
Dec 2023
$10
/
$30
4096
0.6s
28 t/s
GPT-4o
128,000
Oct 2023
$2.5
/
$10
4096
0.48s
79 t/s
Claude 3 Haiku
200,000
Apr 2024
$0.25
/
$1.25
4096
0.55s
133 t/s
Claude 3.5 Sonnet
200,000
Apr 2024
$3
/
$15
4096
1.22s
78 t/s
Claude 3 Opus
200,000
Aug 2023
$15
/
$75
4096
1.99s
25 t/s
GPT-4
8192
Dec 2023
$30
/
$60
4096
0.59s
125 t/s
Claude 3.7 Sonnet (Reasoner)
200,000
November 2024
$3.00
/
$15.00
64,000
/
/
Grok-2 mini
128,000
Decermber 2024
N/A
/
8,000
N/A
N/A
Grok-2
128,000
December 2024
N/A
/
8,000
N/A
N/A
DeepSeek-R1
128,000
December 2024
$0.55
/
$2.19
8,000
40s
58 t/s
OpenAI o3-mini
200,000
December 2024
$1.1
/
$4.4
8,000
10.5s
214 t/s
OpenAI o1-mini
128,000
December 2024
$3
/
$12
8,000
11.43s
196 t/s
Qwen2.5-72b
131,000
December 2024
$0.4
/
$0.75
8,000
1.34s
61 t/s
DeepSeek V3
128,000
December 2024
$0.27
/
$1.1
8,000
1.47 s
47 t/s
OpenAI o1
200,000
October, 2023
$15 input & $7.50 cashed
/
$60
100,000
/
/
Gemini 2.0 Flash
1,000,000
December 2024
/
8,192
0.48s
169 t/s
Llama 3.3 70b
128,000
July 2024
$0.59
/
$0.79
32,768
n/a
250 t/s via Groq
Nova Micro
128,000
July 2024
$0.04
/
$0.14
4096
0.3s
n/a
Nova Lite
300,000
July 2024
$0.06
/
$0.24
4096
0.4s
150 t/s
Nova Pro
300,000
July 2024
$0.8
/
$3.2
4096
0.4s
97 t/s
Claude 3.5 Haiku
200,000
July 2024
$0.80
/
$4
4096
0.77s
60 t/s
Llama 3.1 405b
128,000
Dec 2023
$5
/
$10
4096
0.59s
163 t/s via SambaNova
Llama 3.1 70b
128,000
Dec 2023
$0.6
/
4096
0.38s
2,100 t/s (Cerebras)
Llama 3.1 8b
128,000
Dec 2023
$0.05
/
$0.08
4096
0.32s
~1800 t/s (Cerebras)
Gemini 1.5 Flash
1,000,000
May 2024
$0.075
/
$0.3
4096
1.06S
166 t/s
Gemini 1.5 Pro
2,000,000
May 2024
$3.5
/
$10.5
4096
1.12s
61 t/s
GPT-3.5 Turbo
16,400
Sept 2023
$0.5
/
$1.5
4096
0.37s
84 t/s
GPT-4o mini
128,000
Oct 2023
$0.15
/
$0.6
4096
0.56s
97 t/s
GPT-Turbo
128,000
Dec 2023
$10
/
$30
4096
0.6s
28 t/s
GPT-4o
128,000
Oct 2023
$2.5
/
$10
4096
0.48s
79 t/s
Claude 3 Haiku
200,000
Apr 2024
$0.25
/
$1.25
4096
0.55s
133 t/s
Claude 3.5 Sonnet
200,000
Apr 2024
$3
/
$15
4096
1.22s
78 t/s
Claude 3 Opus
200,000
Aug 2023
$15
/
$75
4096
1.99s
25 t/s
GPT-4
8192
Dec 2023
$30
/
$60
4096
0.59s
125 t/s
Standard Benchmarks
Dynamic Chart

Model Comparison

AI Benchmark Table
Average MMLU (General) GPQA (Reasoning) HumanEval (Coding) Math BFCL (Tool Use) MGSM (Multilingual)
* For some models, we don't show an average value because there is missing data. Also, every model on this list is the latest version.
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report

The 2025 State of AI Development

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Cost and Context Window Comparison

Comparison of context window and cost per 1M tokens.
Models Context Window Input Cost / 1M tokens Output Cost / 1M tokens
GPT-4 8,000 $30.00 $60.00
GPT-4-32k 32,000 $60.00 $120.00
GPT-4 Turbo 128,000 $10.00 $30.00
GPT-3.5 Turbo 16,000 $0.5 $1.5
GPT-3.5 Turbo Instruct 4,000 $1.5 $2.00
Gemini Pro 32,000 $0.125 $0.375
Gemini 1.5 Pro 128,000 $7 $21
Mistral Small 16,000 $2.00 $6.00
Mistral Medium 32,000 $2.7 $8.1
Mistral Large 32,000 $8.00 $24.00
Claude 3 Opus 200,000 $15.00 $75.00
Claude 3 Sonnet 200,000 $3.00 $15.00
Claude 3 Haiku 200,000 $0.25 $1.25
GPT4o 128,000 $5 $15
Gemini 1.5 Flash 1,000,000 $0.35 $0.70
Claude 3.5 Sonnet 200,000 $3 $15
GPT-4o mini 128,000 $0.15 $0.60
Claude 3.5 Haiku 200,000 $0.80 $4
AWS Nova Pro 300,000 $0.0008 $0.0032
AWS Nova Lite 300,000 $0.00006 $0.00024
AWS Nova Micro 300,000 $0.000035 $0.00014
OpenAI o1 128,000 $15 $60
OpenAI o1-mini 64,000 $1.10 $4.40
OpenAI o3-mini 128,000 $1.10 $4.40
DeepSeek V3 128,000 $0.27 $1.1
DeepSeek R1 128,000 $0.55 $2.19
Gemini 2.0 Flash (Exp) 1,000,000 - -
Qwen2.5-72b 131,000 $0.4 $0.75

HumanEval: Coding Leaderboard

Comparison of pre-trained proprietary and open-source models for code generation.
Model HumanEval (0 shot)
Llama 3.3 70b80.5%
AWS Nova Micro81.1%
AWS Nova Lite85.4%
AWS Nova Pro89%
Claude 3.5 Haiku88.1%
Claude 3.5 Sonnet93.7%
Claude 3 Opus84.9%
GPT-486.6%
GPT-4o90.2%
GPT-Turbo87.1%
GPT-4o mini87.2%
GPT-3.5 Turbo68%
Gemini 1.5 Pro71.9%
Gemini 1.5 Flash71.5%
Llama 3.1 8b72.6%
Llama 3.1 70b80.5%
Llama 3.1 405b89%
Qwen2.5-70b88%
OpenAI o1-mini82.6%
Grok-288.4%
Grok-2 mini85.7%
Evaluation reports
View More
Analysis: OpenAI o1 vs DeepSeek R1
January 30, 2025
Analysis: OpenAI o1 vs GPT-4o vs Claude 3.5 Sonnet
December 17, 2024
Llama 3.3 70b vs GPT-4o
December 10, 2024
Llama 3.1 405b vs Leading Closed-Source Models
July 26, 2024

Sources

This leaderboard shows a comparison of capabilities, price and context window for leading commercial and open-source LLMs, based on the benchmark data provided in the models' technical reports. Updated March 2024.

Technical reports

GPT ModelsGeminiClaudeMixtralPalm 2LlamaGrokFalconQwenGemma

Pricing info

GPT ModelsGeminiClaudeMixtral