BlogLLM Benchmark Scores as Published, Side by Side

Claude 3.5 Sonnet: Benchmark Scores as Published

Every result the catalog holds for Claude 3.5 Sonnet: 28 tests in 12 areas, from 3 pages. 10 printed by Anthropic itself, the rest by the company named beside each number. Each number is as printed; nothing is ranked or rescored.

Developer AnthropicReleased 2024-10-22Data version 2026103001, as of 2026-10-30

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified49%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15; printed on 1 more page-

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond65%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15; printed on 1 more page-
AIME 202416%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15; printed on 1 more page-
MATH-50078%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15; printed on 1 more page-
CNMO 202413.1%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
AIME 2024 cons@64 (majority vote over 64 samples)26.7%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Computer Use

TestValuePrinted bySetup as printed
OSWorld-Verified14.9%Anthropic, Claude Sonnet 4.6checked 2026-10-15-

Multimodal Understanding

TestValuePrinted bySetup as printed
MMMU (validation)70.4%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15-

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
MMLU-Pro78%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
MMLU-Redux88.9%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
C-Eval76.7%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
MMLU88.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
SimpleQA28.4%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Tools: none
DROP (F1)88.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
Chinese SimpleQA55.4%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Code Generation

TestValuePrinted bySetup as printed
Codeforces rating717DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Setup as reported: metric Rating as printed in the label
717DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Setup as reported: column of the distilled-model table; metric rating as printed in the header
LiveCodeBench (version not stated)38.9%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Setup as reported: column of the distilled-model table; metric pass@1 as printed in the header
33.8%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15Setup as reported: metric Pass@1-COT as printed in the label
Aider polyglot45.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-
Codeforces percentile20.3%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Tool Use and Workflows

TestValuePrinted bySetup as printed
τ-bench Airline48.8%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15-
τ-bench Retail71.5%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15-

Web Search and Research

TestValuePrinted bySetup as printed
FRAMES72.5%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Instruction Following

TestValuePrinted bySetup as printed
IFEval90.2%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15-
IFEval (prompt-level strict)86.5%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Multilingual

TestValuePrinted bySetup as printed
MMMLU82.1%Anthropic, Claude 3.7 Sonnetchecked 2026-10-15-
CLUEWSC85.4%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Writing and Conversation

TestValuePrinted bySetup as printed
AlpacaEval 2.0 (length-controlled win rate)52%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

Preference and Composite Rankings

TestValuePrinted bySetup as printed
Arena-Hard win rate (GPT-4-1106 judge)85.2%DeepSeek, DeepSeek-R1 model cardchecked 2026-10-15-

More from Anthropic

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.