Meituan model product
LongCat-Flash-Thinking is Meituan's reasoning model built on the LongCat-Flash foundation with 560B total parameters (MoE, ~27B activated).
Updated Aug 17, 2026. Default version: LongCat-Flash-Thinking-2601
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for LongCat-Flash-Thinking-2601.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkTau2 Airline | Score76.5% | Rank01 | Participants23 | Percentile100.0% | EvidenceC | Evaluated |
| BenchmarkTau2 Telecom | Score99.3% | Rank02 | Participants35 | Percentile97.1% | EvidenceC | Evaluated |
| BenchmarkBrowseComp-zh | Score69.0% | Rank04 | Participants13 | Percentile75.0% | EvidenceC | Evaluated |
| BenchmarkTau2 Retail | Score88.6% | Rank04 | Participants26 | Percentile88.0% | EvidenceC | Evaluated |
| BenchmarkLiveCodeBench | Score82.8% | Rank08 | Participants75 | Percentile90.5% | EvidenceC | Evaluated |
| BenchmarkAIME 2025 | Score99.6% | Rank09 | Participants115 | Percentile93.0% | EvidenceC | Evaluated |
| BenchmarkIMO-AnswerBench | Score78.6% | Rank19 | Participants20 | Percentile5.3% | EvidenceC | Evaluated |
| BenchmarkBrowseComp | Score56.6% | Rank39 | Participants62 | Percentile37.7% | EvidenceC | Evaluated |
| BenchmarkHumanity's Last Exam | Score25.2% | Rank53 | Participants99 | Percentile46.9% | EvidenceC | Evaluated |
| BenchmarkSWE-Bench Verified | Score70.0% | Rank64 | Participants111 | Percentile42.7% | EvidenceC | Evaluated |
| BenchmarkGPQA | Score80.5% | Rank90 | Participants239 | Percentile62.6% | EvidenceC | Evaluated |
Preference and agent-evaluation results for the default version.
The default version does not have a matching Arena result yet.
Official vendor API pricing appears first, followed by individual provider offers.
The default version has no current input or output token prices.
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
Provider-specific output speed and catalog latency for LongCat-Flash-Thinking-2601. Runtime does not affect the capability score.
Provider | Output Speed | Catalog Latency | Max Input | Max Output | Updated |
|---|
| ProviderMeituan | Output Speed100 tok/s | Catalog Latency3 s | Max Input128K | Max Output128K | Updated |
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Technical details for the model's default version.
Available versions of this model. The score column identifies the version used in the overall ranking.
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionLongCat-Flash-Thinking-2601 | Released | LLMBoard60.3 | Parameters560B | Context128K | Max output128K | Open weightsNo | LicenseMIT |
| VersionLongCat-Flash-Thinking | Released | LLMBoardN/A | Parameters560B | Context128K | Max output128K | Open weightsNo | LicenseMIT |
Open a comparison with the three ranked models immediately above and below this model.
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Key information about LongCat Flash Thinking and its available data.
LongCat-Flash-Thinking is Meituan's reasoning model built on the LongCat-Flash foundation with 560B total parameters (MoE, ~27B activated). It introduces a training pipeline specifically tuned for advanced reasoning, featuring Re-thinking Mode that delivers parallel reasoning paths for sophisticated decision-making.
Achieves strong performance on mathematical reasoning, agentic tool use, and formal theorem proving benchmarks.
Data as of 2026-08-17.
Common questions about LongCat Flash Thinking.
LongCat Flash Thinking's default version was released on Jan 14, 2026.
No official standard PAYG price is currently available for LongCat Flash Thinking.
LongCat Flash Thinking was created by Meituan.
The default version has a 128K token context window.
No. The default version is not marked as having publicly available weights.
No provider offering is currently linked to the default version.
Nearby ranked alternatives include GPT-5.1-Instant, Kimi K2 Thinking, Step 3.5 Flash.