LongCat-Flash-Chat
MeituanOpen WeightMIT · Commercial OK
Description
LongCat-Flash-Chat is Meituan's first open-source foundation model, a 560B parameter Mixture-of-Experts (MoE) model that dynamically activates 18.6B-31.3B parameters (~27B average) based on contextual demands. It features Zero-Computation Experts for efficient routing and supports 128K context. Optimized for conversational and agentic tasks, it shows competitive performance across reasoning, coding, instruction following, and domain benchmarks with particular strengths in tool use and complex multi-step interactions. Achieves over 100 tokens per second on H800 GPUs.
Release Date
2025-08-29
Parameters
560.0B
Context Length
—
Modalities
text
Capability Radar
80
general
60
coding
80
reasoning
60
scienceest.
70
agents
0
multimodal
Science uses a reasoning proxy when dedicated science benchmarks are unavailable.
Rankings
| Domain | #Rank | Score | Source |
|---|---|---|---|
| Agents & Tools | 86 | 40.0 | LS |
| Reasoning | 11 | 89.0 | LS |
Benchmark Scores (LLM Stats)
Agents
Terminal-Bench
39.5%SR
Biology
GPQA
73.2%SR
Code
HumanEval
88.4%SR
SWE-Bench Verified
60.4%SR
LiveCodeBench
48.0%SR
Communication
Tau2 Telecom
73.7%SR
Tau2 Retail
71.3%SR
Tau2 Airline
58.0%SR
Finance
MMLU
89.7%SR
MMLU-Pro
82.7%SR
General
IFEval
89.6%SR
CMMLU
84.3%SR
Math
MATH-500
96.4%SR
DROP
79.1%SR
AIME 2025
61.3%SR
Reasoning
ZebraLogic
89.3%SR
AA Evaluation Indices
No AA evaluation data available
LLM Stats Category Scores
Structured Output90
Finance90
Healthcare90
Instruction Following90
Language90
Legal90
General80
Math80
Tool Calling70
Biology70
Chemistry70
Communication70
Physics70
Reasoning70
Code60
Frontend Development60
Agents40
Pricing
Input Price$0.3 / 1M tokens
Output Price$1.2 / 1M tokens
Blended Price (3:1)$0.525 / 1M tokens
Speed
No speed data available
Available Providers
(LS internal units)| Provider | Input Price | Output Price |
|---|---|---|
| Meituan | 300K | 1.2M |