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cs.CL2026
WnW: Waxing-and-Waning KV Cache for Long-Form Speech LLMs
Yiming Yao, Chenyang Lyu, Xuanfan Ni +4
Long-form audio inputs make the KV cache the dominant memory cost of speech LLMs. Prefill-only KV compression methods permanently discard audio KV positions once evicted, with no p…
cs.CL2026
Latent Causal Void: Explicit Missing-Context Reconstruction for Misinformation Detection
Hui Li, Zhongquan Jian, Jinsong Su +1
Automatic misinformation detection performs well when deception is visible in what an article explicitly states. However, some misinformation articles remain locally coherent and o…
cs.CV2026
RASR: Retrieval-Augmented Semantic Reasoning for Fake News Video Detection
Hui Li, Peien Ding, Jun Li +5
Multimodal fake news video detection is a crucial research direction for maintaining the credibility of online information. Existing studies primarily verify content authenticity b…