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The Third Workshop on Knowledge-Enhanced Information Retrieval (KEIR @ CIKM 2026) gathers researchers and practitioners from IR, natural language processing, data mining, and knowledge management to advance the principled integration of external knowledge into IR.
TriMediQ is proposed, a triplet-structured approach that converts patient responses into triplets, aggregates them into a patient-specific knowledge graph, and injects structured representations into a doctor agent via a trainable projection module, demonstrating that structured knowledge representations provide an eff...
This work proposes SSE-Bio, a structured self-evolving agent with an agentic retrieval policy for multi-hop biomedical reasoning, which maintains a structured state, selectively retrieves knowledge triplets and prior templates through a trainable proxy policy, and improves its reasoning memory through fine-grained temp...
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