June 5, 2024, 4:51 a.m. | Kristiina Jokinen, Phillip Schneider, Taiga Mori

cs.CL updates on arXiv.org arxiv.org

arXiv:2406.01749v1 Announce Type: new
Abstract: Conversational grounding is a collaborative mechanism for establishing mutual knowledge among participants engaged in a dialogue. This experimental study analyzes information-seeking conversations to investigate the capabilities of large language models in classifying dialogue turns related to explicit or implicit grounding and predicting grounded knowledge elements. Our experimental results reveal challenges encountered by large language models in the two tasks and discuss ongoing research efforts to enhance large language model-based conversational grounding comprehension through pipeline architectures …

abstract arxiv capabilities collaborative conversational conversations cs.cl dialogue experimental information knowledge language language models large language large language models study type

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