Model results
Video-MME-v2
Choose a shared evaluation protocol to compare model scores. Versions, sources and configurations stay separate.
Atlas snapshot captured 10/19/2026, 10:20:28 AM UTC. This is an import timestamp, not the evaluation date. Coverage may be incomplete.
Reviewed recommendation and limits
Use grouped questions to examine whether video understanding stays consistent across related observations and reasoning steps.
Keep grouped nonlinear score separate from per-question accuracy. Match dependency scoring, sampled frames, subtitle alignment, audio input and reasoning mode.. Imported groups below may use different protocols; this review does not certify each run. Separate subtitle text from raw audio, frame budgets and thinking settings. Public data does not prove freedom from contamination. Dataset use is restricted to academic research.
Evaluation groups
Open a group to see its exact protocol and scores. Different configurations remain separate.
No model rankings are available in this snapshot. Reported results remain available below.
Other reported results
These reports have no model ranking. Open a group for its evidence and the reason positions are withheld.
- Muse Spark OpenVersion not reported
Video-MME-v2 · video-mme-v2 · Hugging Face eval result
Single-model result · Positions withheld
Measurement date 2026-10-15
Scope · Registered model evaluation · Muse Spark Open model card
- MiniMax M3Version not reported
Video-MME-v2 · video-mme-v2 · Hugging Face eval result
Single-model result · Positions withheld
Measurement date 2026-06-23
Scope · Registered model evaluation · MiniMax-M3 model card
- Video-MME-v2 · video-mme-v2Version not reported
Hugging Face eval result
2 models with scores · Positions withheld
Measurement date 2026-04-30
Scope · Registered model evaluation · VideoMMEv2 leaderboard