Model comparison

Claude 3.5 Haiku vs GPT-5.2

GPT-5.2 is the stronger model overall, scoring 54.1 to 28.9 on the Noometry Index.

Last verified . 25 shared benchmarks.

Claude 3.5 Haiku Anthropic

28.9

Rank #309 Confirmed

GPT-5.2 OpenAI

54.1

Rank #31 Confirmed

Summary

  • They share 25 benchmarks with published results for both. Claude 3.5 Haiku scores higher in 0 categories and GPT-5.2 in 10 categories; 10 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-5.2 leads 59.8 to 13.7.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 4.3% for Claude 3.5 Haiku and 96.1% for GPT-5.2.

Side by side

Claude 3.5 Haiku and GPT-5.2 specifications
Claude 3.5 HaikuGPT-5.2
ProviderAnthropicOpenAI
Noometry Index28.954.1
Released2024-10-222025-12-11
WeightsProprietaryProprietary
Context window—400K
Max output—128K
Input $ / M tokens—$1.75
Output $ / M tokens—$14
Results tracked4967

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Category by category

Coding GPT-5.2 leads

Claude 3.5 Haiku: 32.6 (#258), GPT-5.2: 52.2 (#32)

Coding benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
WeirdML30.7%72.2%
LMArena Coding12871447
SWE-bench Verified—73.8%
SWE-bench Verified (bash only)—72.8%
Aider Polyglot28%—
LMArena WebDev—1415
SWE-bench Multilingual—66.7%
SciCode27.4%—
GSO—27.4%
BigCodeBench Instruct46.1%—
LiveBench Coding51.4%—
BigCodeBench Complete59%—
CadEval32%—
ALE-Bench—1,294
AlgoTune—2.05

Agentic & Tool Use GPT-5.2 leads

Claude 3.5 Haiku: 27.7 (#90), GPT-5.2: 40.0 (#24)

Agentic & Tool Use benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
Terminal-Bench—64.9%
Berkeley Function Calling Leaderboard—55.9%
GDPval—49.7%
Remote Labor Index—2.5%
τ²-bench Airline—83%
τ²-bench Banking—32.2%
τ²-bench Retail—81.6%
τ²-bench Telecom—89.7%
DeepResearch Bench—41.1%
BALROG19.3%—
LMArena Search—1207
METR Time Horizons—75.3%
Vending-Bench 2—3,591

Reasoning GPT-5.2 leads

Claude 3.5 Haiku: 17.1 (#286), GPT-5.2: 50.1 (#33)

Reasoning benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
LMArena Hard Prompts12511445
DTBench56.7%90.9%
Epoch Capabilities Index127.15153.45
ARC-AGI-2—52.9%
SimpleBench—45.8%
Kagi LLM Benchmark—73.3%
NYT Connections (extended)—83.6%
ARC-AGI-1—86.2%
CritPt0%—
Chess Puzzles—49%
EnigmaEval—10.4%
EBR-Bench—23%
LiveBench Reasoning28.1%—
Mystery Game Puzzles—23%
LiveBench Data Analysis48.5%—
LMCA—43.9%
ForecastBench—60.1
LiveBench43.5%—

Math GPT-5.2 leads

Claude 3.5 Haiku: 13.7 (#294), GPT-5.2: 59.8 (#32)

Knowledge GPT-5.2 leads

Claude 3.5 Haiku: 18.7 (#276), GPT-5.2: 59.2 (#29)

Knowledge benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
GPQA Diamond38.1%91.4%
LMArena Expert12081445
Humanity's Last Exam—27.8%
SimpleQA Verified—37.1%
MMLU-Pro60.5%—
Confabulations36.7%—
Vectara Hallucination Rate—8.4%
GPQA (HELM)36.3%—
MMLU74.3%—

Multimodal GPT-5.2 leads

Claude 3.5 Haiku: 26.3 (#113), GPT-5.2: 50.9 (#7)

Multimodal benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
LMArena Vision10921268
GeoBench34%—
VPCT—84%
Furniture Assembly—38.3%
LMArena Document—1405

Multilingual GPT-5.2 leads

Claude 3.5 Haiku: 40.2 (#213), GPT-5.2: 53.6 (#63)

Multilingual benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
LMArena Non-English12381425
LMArena Chinese12291460
LMArena French12621456
LMArena German12371448
LMArena Japanese11751421
LMArena Korean11721390
LMArena Russian12531440
LMArena Spanish12611433

Instruction Following GPT-5.2 leads

Claude 3.5 Haiku: 63.1 (#229), GPT-5.2: 74.9 (#83)

Instruction Following benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
LMArena Instruction Following12411417
LiveBench Instruction Following61.9%—
IFEval79.2%—

Long Context GPT-5.2 leads

Claude 3.5 Haiku: 38.3 (#195), GPT-5.2: 44.0 (#74)

Long Context benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
LMArena Longer Query12611428
CL-bench—18.2%

Writing & Preference GPT-5.2 leads

Claude 3.5 Haiku: 42.9 (#228), GPT-5.2: 67.0 (#30)

Writing & Preference benchmarks
BenchmarkClaude 3.5 HaikuGPT-5.2
LMArena Text12551439
LMArena Creative Writing12331402
EQ-Bench Creative Writing11461703
LMArena Multi-Turn12651458
Short-Story Creative Writing73.5%—
WildBench76%—
LiveBench Language35.4%—

Frequently asked questions

Is Claude 3.5 Haiku better than GPT-5.2?

GPT-5.2 is the stronger model overall, scoring 54.1 to 28.9 on the Noometry Index.

Is Claude 3.5 Haiku or GPT-5.2 better for coding?

GPT-5.2 scores higher on coding benchmarks: 52.2 versus 32.6 in the Noometry coding category.

How many benchmarks do Claude 3.5 Haiku and GPT-5.2 share?

25 benchmarks have published results for both models. Claude 3.5 Haiku has 49 scored results on Noometry and GPT-5.2 has 67.

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