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cs.CL2025
Eliciting In-context Retrieval and Reasoning for Long-context Large Language Models
Yifu Qiu, Varun Embar, Yizhe Zhang +3
Recent advancements in long-context language models (LCLMs) promise to transform Retrieval-Augmented Generation (RAG) by simplifying pipelines. With their expanded context windows,…
cs.CL2023
Think While You Write: Hypothesis Verification Promotes Faithful Knowledge-to-Text Generation
Yifu Qiu, Varun Embar, Shay B. Cohen +1
Knowledge-to-text generators often struggle to faithfully generate descriptions for the input facts: they may produce hallucinations that contradict the input, or describe facts no…