InclusionAI Ling 3.1 Flash Base Release - AGIEval (few-shot(0~5)): leaderboard

Official BF16 WSM base-checkpoint comparison; few-shot (0~5); 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 Evaluation prompt details beyond shot configuration are unpublished.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 Base82.59
2DeepSeek V4 Pro Base81.26
3MiMo V2.5 Pro Base79.9

Interactive version: theaggregate.ai/benchmark?slug=inclusionai-ling-3-1-flash-base-release-agieval-few-shot-0-5 · How It Works · Data refreshed daily, snapshot 2026-10-28.