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Modeling the One-to-Many Property in Open-Domain Dialogue with LLMs
Jing Yang Lee, Kong-Aik Lee, Woon-Seng Gan
Open-domain Dialogue (OD) exhibits a one-to-many (o2m) property, whereby multiple appropriate responses exist for a single dialogue context. Despite prior research showing that mod…
An Empirical Bayes Framework for Open-Domain Dialogue Generation
Jing Yang Lee, Kong Aik Lee, Woon-Seng Gan
To engage human users in meaningful conversation, open-domain dialogue agents are required to generate diverse and contextually coherent dialogue. Despite recent advancements, whic…
Partially Randomizing Transformer Weights for Dialogue Response Diversity
Jing Yang Lee, Kong Aik Lee, Woon-Seng Gan
Despite recent progress in generative open-domain dialogue, the issue of low response diversity persists. Prior works have addressed this issue via either novel objective functions…