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Meituan: LongCat 2.0

Meituantext
8.8 / 10 Overall Rating

LongCat 2.0 is a sparse Mixture-of-Experts language model from Meituan utilizing 48B active parameters out of 1.6T total. Designed for repository-level software development and long-horizon agentic workflows, it features a 1,048,576 token context window and a 262,144 token max output. At $0.30/$1.20 per million tokens, it offers low-cost long-context processing relative to major benchmarks.

Context Window
1049K
Knowledge Cutoff
2025
Max Output
16K
License
Proprietary

Where it Excels (Pros)

  • 1M token input context window
  • 262K max output token capacity
  • Significantly cheaper than top baselines

Limitations (Cons)

  • Unverified performance on Western benchmarks
  • Potential latency during peak routing

Benchmark Breakdown

Reasoning (MMLU)82%
Coding (HumanEval)78%
Mathematics (MATH)76%
Long-Context Retrieval95%

Pricing Matrix

Input cost / 1M tokens$0.30
Output cost / 1M tokens$1.20

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