InclusionAI Ling 3.1 Flash Release - SWE-bench Multilingual: 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: Estimated already saturated. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GLM-5.3 | 90.67 | #41 |
| 2 | Kimi K3 | 90.33 | #34 |
| 3 | GLM-5.3 Flash | 90 | #75 |
| 4 | DeepSeek V4.1 Flash | 90 | #36 |
| 5 | Claude Opus 5 | 89.5 | #15 |
| 6 | Ling 3.1 Flash | 88.5 | #61 |
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-swe-bench-multilingual · How It Works · Data refreshed daily, snapshot 2026-10-28.