InclusionAI Ling 3.1 Flash Base Release - CollegeMath (4-shot): leaderboard

Official BF16 WSM base-checkpoint comparison; 4-shot; native Acc. 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 Evaluation prompt details beyond shot configuration are unpublished.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: Accuracy (%).

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

Top models

#ModelScoreOverall rank
1Ling 3.1 Flash Base73.41
2MiMo V2.5 Pro Base66.61
3DeepSeek V4 Pro Base63.15

Interactive version: theaggregate.ai/benchmark?slug=inclusionai-ling-3-1-flash-base-release-collegemath-4-shot · How It Works · Data refreshed daily, snapshot 2026-10-28.