InclusionAI Ling 3.1 Flash Base Release - LCBench 2301-2502 (3-shot): leaderboard

Official BF16 WSM base-checkpoint comparison; 3-shot; native Pass@1. No instruction/chat or dated 1019 model substitution. LCBench/LCBench-cn use January 2023-February 2025. Evaluation prompt details beyond shot configuration are unpublished. Metric: Pass@1 (%).

Metric: Pass@1 (%). Source: huggingface.co. Saturation forecast: Rough model projection: around 2026. 3 models tracked.

Top models

#ModelScoreOverall rank
1Ling 3.1 Flash Base68.48
2MiMo V2.5 Pro Base67.58
3DeepSeek V4 Pro Base59.14

Interactive version: theaggregate.ai/benchmark?slug=inclusionai-ling-3-1-flash-base-release-lcbench-2301-2502-3-shot · How It Works · Data refreshed daily, snapshot 2026-10-28.