Jais 3 Model Cards - SWE-bench Verified (Offline): leaderboard

SWE-bench Verified GitHub issues in the cards' offline setting, pass@1. MBZUAI's Institute of Foundation Models reported this on the Jais 3 model cards (released October 15, 2026), comparing each Jais 3 size with size-matched reference models; this board collects the 4 cards that report it (7B, 32B, MoVA-36B-A4B and 375B-A23B). The cards state that all reported results use high reasoning effort. Vendor-reported. Metric: Pass@1 (%). Higher is better. Source: https://huggingface.co/collections/IFM/jais-3-6abba9df4f1173ec7ce2929d

Metric: Pass@1 (%). Source: huggingface.co. Saturation forecast: Around January 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Qwen3.8-Flash-Next80.8#69
2MiniMax-M375.6#137
3Qwen 3.8 27B73.5#104
4Qwen 3.5 397B A17B71.8#144
5Muse Glimmer 30B71.4#178
6Nemotron 3 Ultra67.8#234
7Gemma 4 31B (IT)59#174
8Qwen 3.5 9B50.8#377
9Gemma 4 12B (IT)28.2#371
10gemma-4-E4B-it4.4#566
11Falcon-H1-34B-Instruct0.4#666
12Fanar-1-9B-Instruct0#633
13Falcon-H1-7B-Instruct0#1043

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=jais-3-model-cards-swe-bench-verified-offline · How It Works · Data refreshed daily, snapshot 2026-10-19.