Papers with conversational interaction
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text Generation (2024.eacl-short)
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| Challenge: | Generating natural language text from graph-structured data is essential for conversational information seeking. |
| Approach: | They conduct an empirical analysis of conversational large language models in generating natural language text from semantic triples using a WebNLG dataset. |
| Outcome: | The proposed models improve their ability to generate natural language text from semantic triples using few-shot prompting, post-processing, and efficient fine-tuning techniques. |
Exploring Conversational Language Generation for Rich Content about Hotels (L18-1)
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| Challenge: | a new method is needed to generate natural dialogues for hotel information . a recent study shows that hotel descriptions are not a good match for conversational interaction . |
| Approach: | They propose to use stylistic features to generate and score hotel dialogues from hotel descriptions . they use hotel descriptions written by human writers within Google Content Studio . |
| Outcome: | The proposed models can be used to generate natural dialogues for hotels . the authors show that the sentences in the original written hotel descriptions are not a good match for conversational interaction. |