InclusionAI Ling 3.1 Flash Release - MultiChallenge: leaderboard

Official undated Ling 3.1 Flash release-card comparison; native printed scores. Effort, prompt and harness details are unspecified except the explicit LingCode/AQ notes; do not infer the quickstart's thinking recommendation as evaluation configuration. Metric: Score (%).

Metric: Score (%). Source: huggingface.co. Saturation forecast: Around July 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V4.1 Flash72.12#36
2Ling 3.1 Flash69.78#61
3GPT-5.6 Sol66.32#19
4Claude Opus 564.98#15
5GLM-5.363.89#41
6GLM-5.3 Flash62.6#75
7Kimi K355.98#34

No result here: #2 Claude Opus 5.5, #3 GPT-6 Astra, #6 GPT-6.1 Sol.

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