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cs.CV2026
LVSum: A Benchmark for Timestamp-Aware Long Video Summarization
Alkesh Patel, Melis Ozyildirim, Ying-Chang Cheng +1
Long video summarization presents significant challenges for multimodal large language models (MLLMs), particularly in maintaining temporal fidelity over extended durations and pro…
cs.CL2026
MAGA-Bench: Machine-Augment-Generated Text via Alignment Detection Benchmark
Anyang Song, Ying Cheng, Yiqian Xu +1
Machine-Generated Text (MGT) is becoming increasingly difficult to distinguish from Human-Written Text (HWT). This trend has exacerbated malicious activities such as fake news and…