Model comparison

GPT-4.1 vs Palm 2

GPT-4.1 is the stronger model overall, scoring 35.9 to 30.0 on the Noometry Index.

Last verified . 10 shared benchmarks.

GPT-4.1 OpenAI

35.9

Rank #219 Confirmed

Palm 2 Google

30.0

Rank #298 Confirmed

Summary

  • They share 10 benchmarks with published results for both. GPT-4.1 scores higher in 5 categories and Palm 2 in 2 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GPT-4.1 leads 57.6 to 25.6.

Side by side

GPT-4.1 and Palm 2 specifications
GPT-4.1Palm 2
ProviderOpenAIGoogle
Noometry Index35.930.0
Released2025-04-14—
WeightsProprietaryProprietary
Context window1.05M—
Max output33K—
Input $ / M tokens$2—
Output $ / M tokens$8—
Results tracked5210

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Category by category

Coding GPT-4.1 leads

GPT-4.1: 34.4 (#238), Palm 2: 29.0 (#311)

Coding benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Coding1391994
SWE-bench Verified48.5%—
SWE-bench Verified (bash only)39.6%—
Aider Polyglot52.4%—
WeirdML39%—
CadEval42%—
ALE-Bench558.1—

Agentic & Tool Use Not comparable

GPT-4.1: 34.7 (#43), Palm 2: —

Agentic & Tool Use benchmarks
BenchmarkGPT-4.1Palm 2
Berkeley Function Calling Leaderboard54%—

Reasoning Palm 2 leads

GPT-4.1: 11.7 (#339), Palm 2: 19.1 (#271)

Reasoning benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Hard Prompts13841005
ARC-AGI-20.4%—
SimpleBench27%—
Kagi LLM Benchmark52.3%—
ARC-AGI-15.5%—
Chess Puzzles6%—
EnigmaEval2.2%—
DTBench68.3%—
LMCA25.6%—
Epoch Capabilities Index136.78—
ForecastBench61.5—

Math Palm 2 leads

GPT-4.1: 22.3 (#280), Palm 2: 30.8 (#231)

Knowledge Not comparable

GPT-4.1: 37.1 (#160), Palm 2: —

Knowledge benchmarks
BenchmarkGPT-4.1Palm 2
GPQA Diamond66.9%—
Humanity's Last Exam5.4%—
SimpleQA Verified31.1%—
MMLU-Pro81.1%—
Vectara Hallucination Rate5.6%—
GPQA (HELM)65.9%—
LMArena Expert1364—

Multimodal Not comparable

GPT-4.1: 38.2 (#67), Palm 2: —

Multimodal benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Vision1211—
GeoBench72%—

Multilingual GPT-4.1 leads

GPT-4.1: 49.4 (#133), Palm 2: 20.9 (#295)

Multilingual benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Non-English1370916
LMArena Chinese1382887
LMArena French1382—
LMArena German1381—
LMArena Japanese1319—
LMArena Korean1339—
LMArena Russian1377—
LMArena Spanish1376—

Instruction Following GPT-4.1 leads

GPT-4.1: 71.3 (#153), Palm 2: 51.0 (#296)

Instruction Following benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Instruction Following13671010
IFEval83.8%—

Long Context GPT-4.1 leads

GPT-4.1: 40.0 (#163), Palm 2: 30.8 (#285)

Long Context benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Longer Query13851010
Fiction.LiveBench63.9%—

Writing & Preference GPT-4.1 leads

GPT-4.1: 57.6 (#125), Palm 2: 25.6 (#304)

Writing & Preference benchmarks
BenchmarkGPT-4.1Palm 2
LMArena Text13831027
LMArena Creative Writing1363991
LMArena Multi-Turn1398994
EQ-Bench Creative Writing1420—
WildBench85.4%—

Frequently asked questions

Is GPT-4.1 better than Palm 2?

GPT-4.1 is the stronger model overall, scoring 35.9 to 30.0 on the Noometry Index.

Is GPT-4.1 or Palm 2 better for coding?

GPT-4.1 scores higher on coding benchmarks: 34.4 versus 29.0 in the Noometry coding category.

How many benchmarks do GPT-4.1 and Palm 2 share?

10 benchmarks have published results for both models. GPT-4.1 has 52 scored results on Noometry and Palm 2 has 10.

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