Current approaches have primarily focused on directly deploying agents using complex human-designed "mega-prompts" [

B.2 Hierarchical k -means for semantic identifier The pseudo code of hierarchical k -means is detailed in in Algorithm 1. Algorithm 1: Hierarchical k -means.

Experiments demonstrate that given appropriate design choices, DSI significantly outperforms strong baselines such as dual encoder models.

Fact-checking is considered crucial for limiting the impact of misinformation [Lewandowsky et al.,

In many search applications related to passage retrieval, text entailment, and sub-graph search, the query and each'document' is a set of elements, with a document

The document retrieval stage retrieves candidate documents related to the query, while the ranking stage re-ranks the documents using precise ranking scores.