LFM3-VL-2B Release - ActivityNet-QA (test): leaderboard

Liquid AI LFM 3 vision release card; vLLM 0.27.1 and recommended generation settings; reasoning enabled except LFM 2.5-VL (unsupported) and explicit no-thinking LFM 3-VL. InternVL is the higher score of thinking/nonthinking per benchmark and retains a source-specific configuration identity. GPT-5.6 Luna medium; Gemini 3.5 Flash Lite minimal. Video is 2FPS/max 384 frames for models lacking native video. GPT-6 Luna grades judge-based tasks. Native published values normalized 0-100 (MME from 0-2800; OCRBench 0-1000; DocVQA/InfographicVQA 0-1). RefCOCO mean P@1 over 8 splits; POPE F 1 pooled over 3 subsets; MMMU-Pro 10-choice variant. Metric: Published normalized score (0–100).

Metric: Published normalized score (0–100). Source: huggingface.co. Saturation forecast: Around February 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Luna (Medium)66.8#79 (GPT-5.6 Luna)
2Qwen 3.5 4B (Thinking)64.1#514 (Qwen 3.5 4B)
3Qwen 3.5 2B (Thinking)59.4#1114 (Qwen 3.5 2B)

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

Interactive version: theaggregate.ai/benchmark?slug=lfm3-vl-2b-release-activitynet-qa-test · How It Works · Data refreshed daily, snapshot 2026-11-05.