2 papers
cs.CL2025
CTTS: Collective Test-Time Scaling
Zhende Song, Shengji Tang, Peng Ye +4
Test-time scaling (TTS) has emerged as a promising, training-free approach for enhancing large language model (LLM) performance. However, the efficacy of existing methods, such as…
cs.CV2025
DreamFrame: Enhancing Video Understanding via Automatically Generated QA and Style-Consistent Keyframes
Zhende Song, Chenchen Wang, Jiamu Sheng +4
Recent large vision-language models (LVLMs) for video understanding are primarily fine-tuned with various videos scraped from online platforms. Existing datasets, such as ActivityN…