Offline Preference-Based Trajectory Evaluation
Fernando Diaz
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Fernando Diaz
To Eun Kim · Alireza Salemi · Hamed Zamani · Fernando Diaz
Modern information access ecosystems consist of mixtures of systems, such as retrieval systems and large language models, and increasingly rely on marketplaces to mediate access to models, tools, and data, making competition between systems inherent to deployment. In such settings, outcomes are s...
To Eun Kim · Fernando Diaz
Retrieval-Augmented Generation (RAG) systems typically rely on a single fixed retriever, despite growing evidence that no single retriever performs optimally across all query types. In this paper, we explore a query routing approach that dynamically selects from a pool of retrievers based on the...
Xuhong He · To Eun Kim · Maik Fröbe · Jaime Arguello · Bhaskar Mitra · Fernando Diaz
Tip-of-the-Tongue (ToT) retrieval benchmarks have largely focused on English, limiting their applicability to multilingual information access. In this work, we construct multilingual ToT test collections for Chinese, Japanese, Korean, and English, using an LLM-based query simulation framework. We...
Bin Wu · To Eun Kim · Yue Feng · Fernando Diaz · Zhaochun Ren · Emine Yilmaz