InclusionAI Ling 3.1 Flash Base Release - HumanEvalXL (0-shot): leaderboard

Official BF16 WSM base-checkpoint comparison; 0-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 Evaluation prompt details beyond shot configuration are unpublished.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
1MiMo V2.5 Pro Base87.34
2Ling 3.1 Flash Base83.25
3DeepSeek V4 Pro Base70.31

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