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PAVAN KUMAR S

2 accepted papers

2026

BiCA: Effective Biomedical Dense Retrieval with Citation-Aware Hard Negatives

AAAI 2026technical

Hard negatives are essential for training effective retrieval models. Hard-negative mining typically relies on ranking documents using cross-encoders or static embedding models based on similarity metrics such as cosine distance. Hard negative mining becomes challenging for biomedical and scientific

Cited by 0SourcePDFScholar
2026

BrowseNet: Knowledge Graph-Based Associative Memory for Contextual Information Retrieval

ICLR 2026poster

Associative memory systems face significant challenges in efficiently retrieving semantically related information from large document collections, particularly when queries require traversing complex relationships between concepts. Traditional retrieval-augmented generation (RAG) approaches often st…

Cited by 0SourceScholar