LFM3-1.7B Release - SWE-bench Multilingual (OpenCode): leaderboard

Liquid AI LFM 3 text release card; vendor reruns in vLLM BF 16 at each full context length (262144 for LFM 3 and Qwen 3.5; 131072 for other models). Default temperature 0.6 and top_p 0.95. BFCL V 4 greedy/max 32768; ToolSandbox greedy/max 1024; LiveClaw OpenClaw/max 8192; Claw-Eval greedy/3 trials; BrowseComp-Plus OpenClaw/greedy/max 8192; WebArena max 40 steps; MCP-Atlas max 256 turns; EnterpriseOps/Automation max 50 turns; SWE-bench OpenCode/max 250 turns; Terminal-Bench 2.1 OpenCode/max 100 turns. Context is the output limit otherwise. No additional reasoning effort is inferred. Metric: Score (%).

Metric: Score (%). Source: huggingface.co. Saturation forecast: Around February 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 9B35#391
2Qwen 3.5 4B23.33#514
3LFM3-1.7B23#501
4MiniCPM5-2B15.67#596
5LFM2.5-2.6B8#836
6Gemma 4 E4B0.67#762

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

Interactive version: theaggregate.ai/benchmark?slug=lfm3-1-7b-release-swe-bench-multilingual-opencode · How It Works · Data refreshed daily, snapshot 2026-11-05.