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Question Generation in Knowledge-Driven Dialog: Explainability and Evaluation
Juliette Faille, Quentin Brabant, Gwenole Lecorve +2
We explore question generation in the context of knowledge-grounded dialogs focusing on explainability and evaluation. Inspired by previous work on planning-based summarisation, we…
WikiFactDiff: A Large, Realistic, and Temporally Adaptable Dataset for Atomic Factual Knowledge Update in Causal Language Models
Hichem Ammar Khodja, Frédéric Béchet, Quentin Brabant +2
The factuality of large language model (LLMs) tends to decay over time since events posterior to their training are "unknown" to them. One way to keep models up-to-date could be fa…
WEBDial, a Multi-domain, Multitask Statistical Dialogue Framework with RDF
Morgan Veyret, Jean-Baptiste Duchene, Kekeli Afonouvi +3
Typically available dialogue frameworks have adopted a semantic representation based on dialogue-acts and slot-value pairs. Despite its simplicity, this representation has disadvan…