Finding people from a natural-language description (``ML engineers transitioning to research roles in biotech'') is increasingly delegated to LLM agents and framed as information retrieval. We argue that it is fundamentally a requirements engineering task: such a request is an under-determined requirement with implicit...
Yuanpeng He, Fang-Chen Li, Xiang-Yu Ru et al.· 0 citations
Consistency verification of drilling reports is critical for engineering quality control because a single data item may be distributed across reports with different formats, units, and page structures. Existing retrieval-augmented generation methods remain sensitive to retrieval and parsing errors in such documents, wh...
This paper examines a complementary design and proposes DenialRAG, a single-document poisoning attack that explicitly names the correct answer, denies it, and presents an attacker-controlled explanation for favoring the wrong answer inside the same retrieved passage.
Abay Zhurekbay, Tao Liu, Fan Li· 0 citations
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