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Communication Dans Un Congrès Année : 2024

Did You Get It? A Zero-Shot Approach To Locate Information Transfers In Conversations

Résumé

Interaction theories suggest that the emergence of mutual understanding between speakers in natural conversations depends on the construction of a shared knowledge base (common ground), but the details of which information and the circumstances under which it is memorized are not explained by any model. Previous works have looked at metrics derived from Information Theory to quantify the dynamics of information exchanged between participants, but do not provide an efficient way to locate information that will enter the common ground. We propose a new method based on the segmentation of a conversation into themes followed by their summarization. We then obtain the location of information transfers by computing the distance between the theme summary and the different utterances produced by a speaker. We evaluate two Large Language Models (LLMs) on this pipeline, on the French conversational corpus Paco-Cheese. More generally, we explore how the recent developments in the field of LLMs provide us with the means to implement these new methods and more generally support research into questions that usually heavily relies on human annotators.
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Dates et versions

hal-04525201 , version 1 (28-03-2024)

Identifiants

  • HAL Id : hal-04525201 , version 1

Citer

Eliot Maës, Hossam Boudraa, Philippe Blache, Leonor Becerra-Bonache. Did You Get It? A Zero-Shot Approach To Locate Information Transfers In Conversations. LREC-COLING 2024, May 2024, Torino, Italy. ⟨hal-04525201⟩
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