S3-Prune: Stability-Aware Token Budgeting for Long-Form Video-Language Models

Benchmark Model Rank Results
video-question-answering-on-mlvuS3-prune (LLaVA-VID-7B, 25% vision-token retention)–Accuracy: 68.89
video-question-answering-on-video-mme-with-subtitlesS3-prune (LLaVA-VID-7B, 25% vision-token retention)–Accuracy: 71.96
zero-shot-video-question-answer-on-egoschema-fullsetS3-prune (LLaVA-OV-7B, 25% vision-token retention)–Accuracy: 61.11