Tong-Na Chen

Aligning LLMs with Sparse Retrieval via Adaptive Sparse Supervision

While large language models (LLMs) offer strong semantic representations, their application to first-stage retrieval incurs substantial latency and storage costs. Neural sparse retrievers such as SPLADE provide efficient retrieval but rely on relatively compact encoders with limited representational capacity. To bridge...