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LOCA-Bench 256K

Tests long-context agents as tool environments grow to a 256K-token environment description.

1 models

Higher is better.

  1. 1MiniMax M3.1 FlashMiniMax60.3
Higher is better. Bar colour: blue proprietary, orange open weights, green other.

About this benchmark

Metric
Agent tasks with controlled tool-environment growth
Authors
Weihao Zeng, Yuzhen Huang, Junxian He (2026)

Scores are as reported by model developers or evaluators and may use different settings (for example reasoning effort or tools). Compare with care.