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Robust Interaction-Based Relevance Modeling for Online E-Commerce Search

[2607.24223] A New Role for Relevance: Guiding Corpus Interaction in Agentic Search

or verify the evidence required by complex questions. Direct Corpus Interaction (DCI) enables such fine-grained operations through grep-style exploration, but its relevance-agnostic search can expose useful clues late and delay convergence. Recent advances use relevance to narrow the corpus into a working space for interaction. Once interaction ...

[2606.06880] Towards Retrieving Interaction Spaces for Agentic Search

View PDFHTML (experimental)Abstract:Retrieval for search agents is still inherited from non-agentic information retrieval: a retriever ranks the corpus and the agent reads a small set of returned documents. Recent direct corpus interaction (DCI) work shows that agents can instead interact with the raw corpus through shell tools such as grep and file...

[2603.13537] AMES: Approximate Multi-modal Enterprise Search via Late Interaction Retrieval

View PDFHTML (experimental)Abstract:We present AMES (Approximate Multimodal Enterprise Search), a unified multimodal late interaction retrieval architecture which is backend agnostic. AMES demonstrates that fine-grained multimodal late interaction retrieval can be deployed within a production grade enterprise search engine without archite...

[2402.16601] Saddle Point Search Algorithms for Variational Density Functional Calculations of Excited Electronic States with Self-Interaction Correction

typical approximations to the exchange-and-correlation functional suffer from a self-interaction error. The Perdew and Zunger self-interaction correction can alleviate this problem, but makes the energy variant to unitary transformations in the occupied orbital space, introducing a large amount of unphysical solutions that do not fully minimize the self-in...

[2505.04336] In search of an interaction in the dark sector through Gaussian Process and ANN approaches

View PDFHTML (experimental)Abstract:Whether the current observational data indicate any evidence of interaction between the dark sector is a matter of supreme interest at the present moment. This article searched for an interaction in the dark sector between a pressure-less dark matter and a dark energy fluid with constant equation of state, $w...