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LongCat-2.5

Meituan · 2026-11-02

LongCat-2.5 is Meituan's natively multimodal mixture-of-experts model, marketed as 1.6 trillion total parameters with about 48 billion activated per token, which takes images and video as multi-level discrete visual tokens. Meituan says it was trained entirely on domestic AI accelerators and serves it with W4A4 inference through the LongCat API, with a 1M-token context and a thinking switch; weights are announced as coming soon. It is distinct from the API-only LongCat-2.5-Preview of September 25, 2026.

Launch post · Model card

Benchmark scores

BenchmarkScoreSource
Agents' Last Exam v1.1 (ALE v1.1)38.5LongCat-2.5 launch post · Meituan
AutomationBench (Public Set)51.8LongCat-2.5 launch post · Meituan
BrowseComp91.9LongCat-2.5 launch post · Meituan
Capability163.3Capability · atlas
CharXiv Reasoning (with tools)90.2LongCat-2.5 launch post · Meituan
DeepSWE v1.164.6LongCat-2.5 launch post · Meituan
Humanity's Last Exam (Text-Only)63.1LongCat-2.5 launch post · Meituan
JobBench Main65.4LongCat-2.5 launch post · Meituan
MCP Atlas (LongCat-2.5 report, unspecified protocol)83.1LongCat-2.5 launch post · Meituan
NL2Repo - release-reported repository generation score60.5LongCat-2.5 launch post · Meituan
ProgramBench - almost solved rollout percentage25.5LongCat-2.5 launch post · Meituan
SkillsBench with Skills63.3LongCat-2.5 launch post · Meituan
SpreadsheetBench 234.9LongCat-2.5 launch post · Meituan
SWE Atlas - Codebase QnA58.3LongCat-2.5 launch post · Meituan
SWE Atlas - Refactoring55.2LongCat-2.5 launch post · Meituan
SWE Atlas - Test Writing47.8LongCat-2.5 launch post · Meituan
Terminal-Bench 2.188.4LongCat-2.5 launch post · Meituan
Terminal-Bench 4.038.5LongCat-2.5 launch post · Meituan
Vision2Web - category-average web development score78.6LongCat-2.5 launch post · Meituan
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