3 papers
cs.CV2025
NeMo: Needle in a Montage for Video-Language Understanding
Zi-Yuan Hu, Shuo Liang, Duo Zheng +10
Recent advances in video large language models (VideoLLMs) call for new evaluation protocols and benchmarks for video-language understanding. Inspired by the needle in a haystack t…
cs.CV2025
Fine-grained Spatiotemporal Grounding on Egocentric Videos
Shuo Liang, Yiwu Zhong, Zi-Yuan Hu +2
Spatiotemporal video grounding aims to localize target entities in videos based on textual queries. While existing research has made significant progress in exocentric videos, the…
cs.CL2024
Making Long-Context Language Models Better Multi-Hop Reasoners
Yanyang Li, Shuo Liang, Michael R. Lyu +1
Recent advancements in long-context modeling have enhanced language models (LMs) for complex tasks across multiple NLP applications. Despite this progress, we find that these model…