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LLM Leaderboard

Largest context window: Gemini 1.5 Flash (1M), Claude Models (200K), GPT-4o, GPT-4o mini and Turbo (128K)
Lowest input cost per 1M tokens : Gemini Pro ($0.125), GPT-4o mini ($0.15), Claude 3 Haiku ($0.25)
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
Llama 3.1 405b
128,000
Dec 2023
$2.7
/
$2.7
4096
0.59s
27 t/s
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
$5
/
$15
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
Llama 3.1 405b
128,000
Dec 2023
$2.7
/
$2.7
4096
0.59s
27 t/s
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
$5
/
$15
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

Average Multi-choice Qs Reasoning Python coding Future Capabilties Grade school math Math Problems
GPT-4 79.45% 86.40% 95.30% 67% 83.10% 92% 52.90%
GPT-4o - 88.7% - 90.2% - - 76.60%
GPT-4o mini - 82% - 87.00% - - 70.20%
GPT-3.5 65.46% 70% 85.50% 48.10% 66.60% 57.10% 34.1%
Gemini Ultra 79.52% 83.70% 87.80% 74.40% 83.60% 94.40% 53.20%
Gemini 1.5 Pro 80.08% 81.90% 92.50% 71.90% 84% 91.70% 58.50%
Mixtral 8x7B 59.79% 70.60% 84.40% 40.20% 60.76% 74.40% 28.40%
Llama 3 Instruct - 70B 79.23% 82% 87% 81.7% 81.3% 93% 50.4%
Llama 3 Instruct - 8B - 68.40% - 62% 61% 79.60% 30%
Grok 1.5 - 73.00% - 63% - 62.90% 23.90%
Mistral Large - 81.2% 89.2% 45.1% - 81% 45%
Claude 3 Opus 84.83% 86.80% 95.40% 84.90% 86.80% 95.00% 60.10%
Claude 3 Haiku 73.08% 75.20% 85.90% 75.90% 73.70% 88.90% 38.90%
Gemini 1.5 Flash - 78.90% - - 89.20% - 67.70%
GPT-4T 2024-04-09 - 86.5% - - 87.60% - 72.2%
Claude 3.5 Sonnet 88.38% 88.70% 89.00% 92.00% 93.10% 96.40% 71.10%
OpenAI o1 - 92.30% - 92.40% - - 94.80%
OpenAI o1-mini - 85.20% - 92.40% - - 90.00%
* For some models, we don't show an average value because there is missing data.
* This comparison view excludes other benchmarks and focuses solely on MMLU, HellaSwag, HumanEval, BBHard, GSM-8K, and MATH due to the absence of data in the model reports.

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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
Nemotron 4,000 - -
Llama 3 Models 8,000 - -
Claude 3.5 Sonnet 200,000 $3 $15
GPT-4o mini 128,000 $0.15 $0.60

HumanEval: Coding Leaderboard

Comparison of pre-trained proprietary and open-source models for code generation.
Model HumanEval (0 shot)
GPT-4 67%
GPT-4 Turbo 87.1%
GPT-4o 90.2%
GPT-3.5 48.10%
Gemini Pro 67.70%
Gemini Ultra 74.40%
Gemini 1.5 Pro 71.90%
Mixtral 8x7B 40.20%
Mistral Large 45.1%
Claude 3 Opus 84.90%
Claude 3 Haiku 75.90%
Claude 3 Sonnet 73.00%
Llama 3 70B 75.90%

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