BlogLLM Benchmark Scores as Published, Side by Side

Claude Sonnet 4.5: Benchmark Scores as Published

Every result the catalog holds for Claude Sonnet 4.5: 87 tests in 14 areas, from 15 pages. 21 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 2025-09-29Context window 200KMax output 64KInput Text, imageOutput TextWeights ClosedData version 2026103001, as of 2026-10-30

Knowledge Work

TestValuePrinted bySetup as printed
GDPval-AA (Elo)1277Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 1 more page-
Vals Finance Agent v1.154.5%Anthropic, Claude Sonnet 4.6checked 2026-10-15-
Vals Finance Agent (version not stated)55.3%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 1 more pageEffort: extended thinking (up to 64K)

Agentic Coding

TestValuePrinted bySetup as printed
SWE-bench Verified78.2%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 9 more pagesEffort: thinking budget 200K; Context: 1M
82%Anthropic, Claude Sonnet 4.5checked 2026-10-15Effort: thinking budget 200K; Attempt budget: parallel test-time compute: multiple samples, the best selected by an internal scoring model
77.2%Anthropic, Claude Sonnet 4.5checked 2026-10-15Effort: thinking budget 200K
SWE-bench Multilingual68%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more pageEffort: thinking; Harness: in-house harness derived from SWE-agent; Tools: enabled; bash and edit tools
Terminal-Bench 2.050%Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 4 more pages-
Terminal-Bench (version not stated)50%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 2 more pages-
Terminal-Bench Hard33.3%Z.ai, GLM-4.7 model cardchecked 2026-10-15-
Multi-SWE-bench44.3%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Harness: in-house harness derived from SWE-agent; Tools: enabled; bash and edit tools

Science and Math

TestValuePrinted bySetup as printed
GPQA Diamond83.4%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 7 more pages-
AIME 202587%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 6 more pagesTools: none
100%Anthropic, Claude Sonnet 4.5checked 2026-10-15Effort: 64K reasoning tokens; Tools: Python
SciCode45%MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15; printed on 1 more page-
HMMT February 202579.2%DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15; printed on 2 more pages-
IMO-AnswerBench65.9%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more pageEffort: thinking; Tools: none
HMMT November 202581.7%Z.ai, GLM-4.7 model cardchecked 2026-10-15-
BeyondAIME59.8%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max

Long Context

TestValuePrinted bySetup as printed
AA-LCR66%MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15-

Computer Use

TestValuePrinted bySetup as printed
OSWorld-Verified61.4%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 5 more pages-
ScreenSpot-Pro36.2%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-

Multimodal Understanding

TestValuePrinted bySetup as printed
CharXiv Reasoning (no tools)67.2%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
MMMU-Pro63.4%Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 3 more pagesTools: none
MMMU (validation)77.8%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 4 more pages-
MathVision71.1%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
MathVista (testmini)79.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
AI2D (test)87%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
MMMU-Pro (with tools)68.9%Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 1 more pageTools: enabled; exact tools in source
OmniDocBench 1.585.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
Video-MMMU77.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
OCRBench76.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
HallusionBench59.9%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
MMStar73.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
BabyVision (no tools)18.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
ERQA45%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
SimpleVQA57.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
Video-MME (with subtitles)81.1%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
RealWorldQA70.3%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
MMVU70.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
V* Bench (tool setting not stated)58.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
CC-OCR68.1%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
MMBench-EN dev v1.188.3%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
CountBench90%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
DynaMath78.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
ZeroBench (subquestions)26.3%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
EmbSpatial-Bench71.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
MLVU72.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
Video-MME (without subtitles)75.3%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15; printed on 1 more page-
ZeroBench (metric not stated)4%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
RefSpatial-Bench2.2%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
LingoQA12.8%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
VLMs are Blind85.5%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
TIR-Bench (tool setting not stated)27.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-

General Knowledge and Reasoning

TestValuePrinted bySetup as printed
Humanity's Last Exam (no tools)17.7%Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 5 more pagesEffort: max; Tools: none
MMLU-Pro87.5%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more pageEffort: thinking; Tools: none
Humanity's Last Exam (with tools)33.6%Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 3 more pagesEffort: max; Tools: enabled; exact tools in source
MMLU-Redux95.6%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Tools: none
ARC-AGI-213.6%Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 2 more pages-

Code Generation

TestValuePrinted bySetup as printed
LiveCodeBench v664%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more pageEffort: thinking; Tools: none
Codeforces rating1480DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15-
OJBench (C++)30.4%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Tools: none

Tool Use and Workflows

TestValuePrinted bySetup as printed
Toolathlon38.6%DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15-
τ³-bench Banking22.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; terminal- or embedding-based agentic search retrieval, highest score
τ²-bench Telecom98%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 4 more pagesEffort: extended thinking (up to 64K)
MCP Atlas43.8%Anthropic, Claude Opus 4.5checked 2026-10-15; printed on 2 more pages-
τ²-bench Retail86.2%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 4 more pagesEffort: extended thinking (up to 64K)
τ²-bench Airline70%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 1 more pageEffort: extended thinking (up to 64K)
τ²-bench (domain not stated)84.7%DeepSeek, DeepSeek-V3.2 model cardchecked 2026-10-15; printed on 1 more page-
τ³-bench Airline72%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
τ³-bench Retail72.4%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5
τ³-bench Telecom84.9%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max; Harness: gpt-5.2 user simulator (low), 4 trials; Sierra-reported for Claude Sonnet 4.5 and Qwen3.5

Web Search and Research

TestValuePrinted bySetup as printed
BrowseComp43.9%Anthropic, Claude Opus 4.6checked 2026-10-15; printed on 4 more pagesEffort: max; Tools: web search, web fetch, programmatic tool calling
BrowseComp-ZH42.4%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more pageEffort: thinking; Tools: enabled; search, code interpreter, web browsing; Context: 256000
Seal-053.4%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Tools: enabled; search, code interpreter, web browsing; Context: 256000
FRAMES85%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15; printed on 1 more pageEffort: thinking; Tools: enabled; search, code interpreter, web browsing; Context: 256000
FinSearchComp T344%Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Tools: enabled; search, code interpreter, web browsing; Context: 256000
Research-Eval (Reka)41.2xAI, Grok 4.1 Fast and Agent Tools APIchecked 2026-10-15Tools: agentic search (web search, X search, code execution); exact tools per row not stated
X Browse14.6xAI, Grok 4.1 Fast and Agent Tools APIchecked 2026-10-15Tools: agentic search (web search, X search, code execution); exact tools per row not stated
FRAMES (average cost per task)lower is better$0.078xAI, Grok 4.1 Fast and Agent Tools APIchecked 2026-10-15Tools: agentic search (web search, X search, code execution); exact tools per row not stated
Research-Eval (Reka, average cost per task)lower is better$0.065xAI, Grok 4.1 Fast and Agent Tools APIchecked 2026-10-15Tools: agentic search (web search, X search, code execution); exact tools per row not stated
X Browse (average cost per task)lower is better$0.126xAI, Grok 4.1 Fast and Agent Tools APIchecked 2026-10-15Tools: agentic search (web search, X search, code execution); exact tools per row not stated

Instruction Following

TestValuePrinted bySetup as printed
IFBench57MiniMax, MiniMax-M2.5 model cardchecked 2026-10-15; printed on 1 more page-
COLLIE90.5%Mistral AI, Mistral Medium 3.5 model cardchecked 2026-10-15Effort: max

Multilingual

TestValuePrinted bySetup as printed
MMMLU89.1%Anthropic, Claude Sonnet 4.5checked 2026-10-15; printed on 4 more pagesEffort: extended thinking (up to 128K)

Writing and Conversation

TestValuePrinted bySetup as printed
Longform Writing79.8Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Tools: none

Healthcare

TestValuePrinted bySetup as printed
HealthBench44.2Moonshot AI, Kimi K2 Thinking release pagechecked 2026-10-15Effort: thinking; Tools: none
MedXpertQA MM54%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
PMC-VQA55.9%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-
SLAKE73.6%Alibaba, Qwen3.5-122B-A10B model cardchecked 2026-10-15-

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$3Anthropic, Anthropic API pricingchecked 2026-10-15-
Cached input$0.3Anthropic, Anthropic API pricingchecked 2026-10-15-
Cache write$3.75Anthropic, Anthropic API pricingchecked 2026-10-15Cache: 5 minute cache
Cache write, 1 hour$6Anthropic, Anthropic API pricingchecked 2026-10-15-
Output$15Anthropic, Anthropic API pricingchecked 2026-10-15-
Input, batch$1.5Anthropic, Anthropic API pricingchecked 2026-10-15-
Output, batch$7.5Anthropic, Anthropic API pricingchecked 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.