2 papers
cs.CV2026
Found but Not Read: When Extracted Text Closes the Retrieval-Reading Gap in Document Vision-Language Models
Qingtao Xia, Siyao Cheng, Jiahua Bao +2
Retrieval-augmented document question answering assumes that once the right page is found, a vision-language model (VLM) can read it. We show that this assumption often fails, leav…
cs.AI2026
ConsRoute:Consistency-Aware Adaptive Query Routing for Cloud-Edge-Device Large Language Models
Haoyu Qiao, Hao Zhang, Shanwen Mao +2
Large language models (LLMs) deliver impressive capabilities but incur substantial inference latency and cost, which hinders their deployment in latency-sensitive and resource-cons…