Model comparison

Gemini 2.0 Flash (Feb 2025) vs Longcat Flash Chat

Longcat Flash Chat is the stronger model overall, scoring 42.1 to 35.1 on the Noometry Index.

Last verified . 18 shared benchmarks.

Gemini 2.0 Flash (Feb 2025) Google

35.1

Rank #228 Confirmed

Longcat Flash Chat Meituan

42.1

Rank #120 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Gemini 2.0 Flash (Feb 2025) scores higher in 0 categories and Longcat Flash Chat in 8 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Longcat Flash Chat leads 43.5 to 28.4.
  • The biggest single-benchmark swing is Kagi LLM Benchmark: 37.8% for Gemini 2.0 Flash (Feb 2025) and 43.9% for Longcat Flash Chat.
  • Longcat Flash Chat has downloadable open weights; the other is API-only.

Side by side

Gemini 2.0 Flash (Feb 2025) and Longcat Flash Chat specifications
Gemini 2.0 Flash (Feb 2025)Longcat Flash Chat
ProviderGoogleMeituan
Noometry Index35.142.1
Released2024-12-06—
WeightsProprietaryOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked5419

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Category by category

Coding Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 28.4 (#315), Longcat Flash Chat: 43.5 (#87)

Coding benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Coding13501471
SWE-bench Verified (bash only)13.5%—
Aider Polyglot38.2%—
WeirdML25.8%—
BigCodeBench Instruct45.9%—
LiveBench Coding63.4%—
BigCodeBench Complete59.9%—
CadEval30%—

Agentic & Tool Use Not comparable

Gemini 2.0 Flash (Feb 2025): 28.1 (#92), Longcat Flash Chat: —

Agentic & Tool Use benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
TheAgentCompany11.4%—

Reasoning Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 15.2 (#318), Longcat Flash Chat: 19.0 (#272)

Reasoning benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
Kagi LLM Benchmark37.8%43.9%
LMArena Hard Prompts13461440
ARC-AGI-21.3%—
SimpleBench31.1%—
NYT Connections (extended)—17.7%
EnigmaEval1.1%—
LiveBench Reasoning78.2%—
DTBench63.2%—
LiveBench Data Analysis69.4%—
Epoch Capabilities Index135.36—
LiveBench66.9%—

Math Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 37.9 (#146), Longcat Flash Chat: 39.4 (#107)

Math benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Math13521442
OTIS Mock AIME 2024-202557.8%—
Omni-MATH45.9%—
LiveBench Math75.8%—
MATH Level 582.2%—
FrontierMath (Feb 2025 set)1.7%—

Knowledge Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 32.0 (#213), Longcat Flash Chat: 40.6 (#116)

Knowledge benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Expert13391454
GPQA Diamond64.1%—
Humanity's Last Exam6.6%—
MMLU-Pro73.7%—
Confabulations12.4%—
GPQA (HELM)55.6%—
MMLU79.7%—

Multimodal Not comparable

Gemini 2.0 Flash (Feb 2025): 36.5 (#79), Longcat Flash Chat: —

Multimodal benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Vision1158—
GeoBench77%—

Multilingual Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 47.4 (#149), Longcat Flash Chat: 51.9 (#101)

Multilingual benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Non-English13421404
LMArena Chinese13731465
LMArena French13911456
LMArena German13531408
LMArena Japanese12941373
LMArena Korean13131371
LMArena Russian13511395
LMArena Spanish13631445

Instruction Following Too close to call

Gemini 2.0 Flash (Feb 2025): 74.4 (#97), Longcat Flash Chat: 74.4 (#96)

Instruction Following benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Instruction Following13361411
LiveBench Instruction Following85.8%—
IFEval84.1%—

Long Context Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 38.1 (#203), Longcat Flash Chat: 43.5 (#93)

Long Context benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Longer Query13441425
Fiction.LiveBench61.1%—

Writing & Preference Longcat Flash Chat leads

Gemini 2.0 Flash (Feb 2025): 49.5 (#190), Longcat Flash Chat: 61.0 (#91)

Writing & Preference benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Longcat Flash Chat
LMArena Text13541427
LMArena Creative Writing13401388
LMArena Multi-Turn13501418
Short-Story Creative Writing73.8%—
EQ-Bench Creative Writing1128—
WildBench80%—
LiveBench Language51.3%—

Frequently asked questions

Is Gemini 2.0 Flash (Feb 2025) better than Longcat Flash Chat?

Longcat Flash Chat is the stronger model overall, scoring 42.1 to 35.1 on the Noometry Index.

Is Gemini 2.0 Flash (Feb 2025) or Longcat Flash Chat better for coding?

Longcat Flash Chat scores higher on coding benchmarks: 43.5 versus 28.4 in the Noometry coding category.

How many benchmarks do Gemini 2.0 Flash (Feb 2025) and Longcat Flash Chat share?

18 benchmarks have published results for both models. Gemini 2.0 Flash (Feb 2025) has 54 scored results on Noometry and Longcat Flash Chat has 19.

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