STTM is a training-free token merging method that reduces video LLM token counts by 50-70% while keeping accuracy nearly unchanged, yielding 2-3x speedups on six video QA benchmarks.
vid-tldr: Training free token merging for light-weight video transformer
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Multi-Granular Spatio-Temporal Token Merging for Training-Free Acceleration of Video LLMs
STTM is a training-free token merging method that reduces video LLM token counts by 50-70% while keeping accuracy nearly unchanged, yielding 2-3x speedups on six video QA benchmarks.