Model comparison

Gemini 3.1 Flash Lite vs GPT-4

Gemini 3.1 Flash Lite is the stronger model overall, scoring 40.8 to 29.1 on the Noometry Index.

Last verified . 25 shared benchmarks.

Gemini 3.1 Flash Lite Google

40.8

Rank #144 Confirmed

GPT-4 OpenAI

29.1

Rank #316 Confirmed

Summary

  • They share 25 benchmarks with published results for both. Gemini 3.1 Flash Lite scores higher in 8 categories and GPT-4 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where Gemini 3.1 Flash Lite leads 40.7 to 10.8.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 80% for Gemini 3.1 Flash Lite and 1.1% for GPT-4.
  • Gemini 3.1 Flash Lite is cheaper at $0.25 / $1.50 per million input/output tokens, against $30 / $60 for GPT-4.
  • Gemini 3.1 Flash Lite accepts more context: 1.05M tokens versus 8K.

Side by side

Gemini 3.1 Flash Lite and GPT-4 specifications
Gemini 3.1 Flash LiteGPT-4
ProviderGoogleOpenAI
Noometry Index40.829.1
Released2026-03-032023-03-14
WeightsProprietaryProprietary
Context window1.05M8K
Max output66K8K
Input $ / M tokens$0.25$30
Output $ / M tokens$1.50$60
Results tracked3838

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Category by category

Coding Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 37.8 (#188), GPT-4: 31.6 (#283)

Coding benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
WeirdML52.2%12.4%
LMArena Coding14001254
LMArena WebDev1256—
SciCode41.9%—
BigCodeBench Instruct—46%
BigCodeBench Complete—57.2%
ALE-Bench797.73—
HumanEval+—79.3%

Agentic & Tool Use Not comparable

Gemini 3.1 Flash Lite: 30.2 (#79), GPT-4: —

Agentic & Tool Use benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
DeepResearch Bench37.3%—
METR Time Horizons—36.1%

Reasoning Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 22.9 (#186), GPT-4: 17.8 (#289)

Reasoning benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
Chess Puzzles25%4%
LMArena Hard Prompts14071241
DTBench76.8%62.7%
LMCA35%17.1%
Epoch Capabilities Index144.47125.89
ForecastBench54.457.8
Kagi LLM Benchmark67.2%—
NYT Connections (extended)8.2%—
CritPt1.1%—
EnigmaEval3%—
Thematic Generalization63.3%—
Mystery Game Puzzles—12%
BIG-Bench Hard—75.1%
HellaSwag—95.3%
WinoGrande—87.5%

Math Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 40.7 (#90), GPT-4: 10.8 (#309)

Math benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
OTIS Mock AIME 2024-202580%1.1%
LMArena Math14281269
FrontierMath (Tiers 1-3)27.7%—
MATH Level 5—23%
GSM8K—92%

Knowledge Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 41.9 (#104), GPT-4: 18.4 (#282)

Knowledge benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
GPQA Diamond81.8%35.7%
LMArena Expert13981211
Humanity's Last Exam8.6%—
Vectara Hallucination Rate8.2%—
MMLU—86.4%
TriviaQA—84.8%

Multimodal Not comparable

Gemini 3.1 Flash Lite: 39.4 (#60), GPT-4: —

Multimodal benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
LMArena Vision1240—

Multilingual Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 52.3 (#86), GPT-4: 40.6 (#215)

Multilingual benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
LMArena Non-English14111246
LMArena Chinese14611242
LMArena French14241283
LMArena German14291251
LMArena Japanese14131209
LMArena Korean13921184
LMArena Russian14201251
LMArena Spanish14211261

Instruction Following Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 72.7 (#131), GPT-4: 65.3 (#222)

Instruction Following benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
LMArena Instruction Following13771241

Long Context Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 42.5 (#122), GPT-4: 37.7 (#212)

Long Context benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
LMArena Longer Query13941244

Writing & Preference Gemini 3.1 Flash Lite leads

Gemini 3.1 Flash Lite: 60.9 (#94), GPT-4: 34.9 (#268)

Writing & Preference benchmarks
BenchmarkGemini 3.1 Flash LiteGPT-4
LMArena Text14161263
LMArena Creative Writing14011244
LMArena Multi-Turn14171257
EQ-Bench Creative Writing—752

Frequently asked questions

Is Gemini 3.1 Flash Lite better than GPT-4?

Gemini 3.1 Flash Lite is the stronger model overall, scoring 40.8 to 29.1 on the Noometry Index.

Which is cheaper, Gemini 3.1 Flash Lite or GPT-4?

Gemini 3.1 Flash Lite is cheaper. It lists at $0.25 per million input tokens and $1.50 per million output tokens; GPT-4 lists at $30 and $60.

Is Gemini 3.1 Flash Lite or GPT-4 better for coding?

Gemini 3.1 Flash Lite scores higher on coding benchmarks: 37.8 versus 31.6 in the Noometry coding category.

Which has the bigger context window?

Gemini 3.1 Flash Lite does, with 1.05M tokens against 8K.

How many benchmarks do Gemini 3.1 Flash Lite and GPT-4 share?

25 benchmarks have published results for both models. Gemini 3.1 Flash Lite has 38 scored results on Noometry and GPT-4 has 38.

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