Papers Conversational Information Access
“Conversational Information Access” 태그가 달린 논문 6편 · 필터 해제
Manifesto from Dagstuhl Perspectives Workshop 24352 -- Conversational Agents: A Framework for Evaluation (CAFE)
During the workshop, we deeply discussed what CONversational Information ACcess (CONIAC) is and its unique features, proposing a world model abstracting it, and defined the Conversational Agents Framework for Evaluation …
Conversational Information AccessDiSCo: LLM Knowledge Distillation for Efficient Sparse Retrieval in Conversational Search
Conversational Search (CS) involves retrieving relevant documents from a corpus while considering the conversational context, integrating retrieval with context modeling. Recent advancements in Large Language Models (LLM…
Conversational Information AccessConversational SearchKnowledge DistillationRepresentation Learning+1Towards a Formal Characterization of User Simulation Objectives in Conversational Information Access
User simulation is a promising approach for automatically training and evaluating conversational information access agents, enabling the generation of synthetic dialogues and facilitating reproducible experiments at scal…
Conversational Information AccessUser SimulationLeveraging User Simulation to Develop and Evaluate Conversational Information Access Agents
We observe a change in the way users access information, that is, the rise of conversational information access (CIA) agents. However, the automatic evaluation of these agents remains an open challenge. Moreover, the tra…
Conversational Information AccessReinforcement LearningUser SimulationEvaluating Conversational Recommender Systems via User Simulation
Conversational information access is an emerging research area. Currently, human evaluation is used for end-to-end system evaluation, which is both very time and resource intensive at scale, and thus becomes a bottleneck…
Conversational Information AccessRecommendation SystemsUser SimulationTracking of enriched dialog states for flexible conversational information access
Dialog state tracking (DST) is a crucial component in a task-oriented dialog system for conversational information access. A common practice in current dialog systems is to define the dialog state by a set of slot-value …
Conversational Information Accessdialog state trackingslot-fillingSlot Filling