BlogLLM Benchmark Scores as Published, Side by Side

GPT-4o: Benchmark Scores as Published

Every result the catalog holds for GPT-4o: 47 tests in 14 areas, from 4 pages. 19 printed by OpenAI itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.

Developer OpenAIReleased 2024-05-13Context window 128KMax output 16.4KInput Text, imageOutput TextWeights ClosedData version 2026103001, as of 2026-10-30

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified30.8%OpenAI, Introducing GPT-5checked 2026-10-15; printed on 1 more page-

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond70.1%OpenAI, Introducing GPT-5checked 2026-10-15; printed on 2 more pagesTools: no tools
AIME 202542.1%OpenAI, Introducing GPT-5checked 2026-10-15Tools: python
AIME 20249.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o-0513
9.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o 0513
MATH-50074.6%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15; printed on 1 more pageModel as printed: GPT-4o 0513
74.6%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o-0513
CNMO 202410.8%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
AIME 2024 cons@64 (majority vote over 64 samples)13.4%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Long Context

TestValuePrinted bySetup as printed
RULER at 128K88.9%Mistral AI, Medium is the new largechecked 2026-10-15Context: 128000
RULER at 32K96%Mistral AI, Medium is the new largechecked 2026-10-15Context: 32000

Multimodal Understanding

TestValuePrinted bySetup as printed
CharXiv Reasoning (no tools)58.8%OpenAI, Introducing GPT-5checked 2026-10-15-
MMMU-Pro59.9%OpenAI, Introducing GPT-5checked 2026-10-15-
MMMU (validation)72.2%OpenAI, Introducing GPT-5checked 2026-10-15; printed on 1 more page-
AI2D (test)93.3%Mistral AI, Medium is the new largechecked 2026-10-15-
Video-MMMU61.2%OpenAI, Introducing GPT-5checked 2026-10-15-
ERQA35.2%OpenAI, Introducing GPT-5checked 2026-10-15-
ChartQA86%Mistral AI, Medium is the new largechecked 2026-10-15-
DocVQA (ANLS)85.9Mistral AI, Medium is the new largechecked 2026-10-15-

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
Humanity's Last Exam (no tools)5.3%OpenAI, Introducing GPT-5checked 2026-10-15Tools: no tools
MMLU-Pro72.6%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15; printed on 1 more page-
MMLU-Redux88%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
C-Eval76%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
MMLU87.2%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
SimpleQA38.2%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Tools: none
DROP (F1)83.7%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
Chinese SimpleQA58.7%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Code Generation

TestValuePrinted bySetup as printed
LiveCodeBench v631.4%Mistral AI, Medium is the new largechecked 2026-10-15-
Codeforces rating759DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o 0513
759DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o-0513
LiveCodeBench (version not stated)32.9%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o-0513
34.2%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Model as printed: GPT-4o 0513
Aider polyglot25.8%OpenAI, Introducing GPT-5checked 2026-10-15; printed on 1 more page-
MultiPL-E79.8%Mistral AI, Medium is the new largechecked 2026-10-15-
HumanEval91.5%Mistral AI, Medium is the new largechecked 2026-10-15-
Codeforces percentile23.6%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Tool Use and Workflows

TestValuePrinted bySetup as printed
τ²-bench Telecom23.5%OpenAI, Introducing GPT-5checked 2026-10-15-
τ²-bench Retail63.4%OpenAI, Introducing GPT-5checked 2026-10-15-
τ²-bench Airline45.5%OpenAI, Introducing GPT-5checked 2026-10-15-

Web Search and Research

TestValuePrinted bySetup as printed
FRAMES80.5%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Instruction Following

TestValuePrinted bySetup as printed
MultiChallenge40.3%OpenAI, Introducing GPT-5checked 2026-10-15-
IFEval87.2%Mistral AI, Medium is the new largechecked 2026-10-15-
COLLIE61%OpenAI, Introducing GPT-5checked 2026-10-15-
IFEval (prompt-level strict)84.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Multilingual

TestValuePrinted bySetup as printed
CLUEWSC87.9%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Writing and Conversation

TestValuePrinted bySetup as printed
AlpacaEval 2.0 (length-controlled win rate)51.1%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Healthcare

TestValuePrinted bySetup as printed
HealthBench32OpenAI, Introducing GPT-5checked 2026-10-15-
HealthBench Hard0OpenAI, Introducing GPT-5checked 2026-10-15-
HealthBench Hard (hallucination rate)lower is better15.8%OpenAI, Introducing GPT-5checked 2026-10-15-

Safety and Alignment

TestValuePrinted bySetup as printed
OpenAI deception evals (deception rate)lower is better20.6%OpenAI, Introducing GPT-5checked 2026-10-15-

Preference and Composite Rankings

TestValuePrinted bySetup as printed
Arena-Hard win rate (GPT-4-1106 judge)80.4%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15; printed on 1 more page-

Price

API list prices in US dollars per one million tokens, as printed on the developer's pricing page on the day checked.

PriceValuePrinted bySetup as printed
Input$2.5OpenAI, OpenAI API pricingchecked 2026-10-15-
Cached input$1.25OpenAI, OpenAI API pricingchecked 2026-10-15-
Output$10OpenAI, OpenAI API pricingchecked 2026-10-15-
Input, batch$1.25OpenAI, OpenAI API pricingchecked 2026-10-15-
Output, batch$5OpenAI, OpenAI API pricingchecked 2026-10-15-
Input, fast$4.25OpenAI, OpenAI API pricingchecked 2026-10-15-
Cached input, fast$2.125OpenAI, OpenAI API pricingchecked 2026-10-15-
Output, fast$17OpenAI, OpenAI API pricingchecked 2026-10-15-

More from OpenAI

Every number here is read from the same catalog file as the benchmark table, data version 2026103001. Where one page printed the model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.