Abstract
Knowledge-grounded dialogue systems utilise external knowledge such as knowledge graphs to generate informative and appropriate responses. A crucial challenge of such systems is to select facts from a knowledge graph pertinent to the dialogue context for response generation. This fact selection can be formulated as path traversal over a knowledge graph conditioned on the dialogue context. Such paths can originate from facts mentioned in the dialogue history and terminate at the facts to be mentioned in the response. These walks, in turn, provide an explanation of the flow of the conversation. This work proposes KG-CRuSE, a simple, yet effective LSTM based decoder that utilises the semantic information in the dialogue history and the knowledge graph elements to generate such paths for effective conversation explanation. Extensive evaluations showed that our model outperforms the state-of-the-art models on the OpenDialKG dataset on multiple metrics.- Anthology ID:
- 2022.nlp4convai-1.9
- Volume:
- Proceedings of the 4th Workshop on NLP for Conversational AI
- Month:
- May
- Year:
- 2022
- Address:
- Dublin, Ireland
- Editors:
- Bing Liu, Alexandros Papangelis, Stefan Ultes, Abhinav Rastogi, Yun-Nung Chen, Georgios Spithourakis, Elnaz Nouri, Weiyan Shi
- Venue:
- NLP4ConvAI
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 98–107
- Language:
- URL:
- https://aclanthology.org/2022.nlp4convai-1.9
- DOI:
- 10.18653/v1/2022.nlp4convai-1.9
- Cite (ACL):
- Rajdeep Sarkar, Mihael Arcan, and John McCrae. 2022. KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings. In Proceedings of the 4th Workshop on NLP for Conversational AI, pages 98–107, Dublin, Ireland. Association for Computational Linguistics.
- Cite (Informal):
- KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings (Sarkar et al., NLP4ConvAI 2022)
- PDF:
- https://preview.aclanthology.org/corrections-2024-07/2022.nlp4convai-1.9.pdf
- Code
- rajbsk/kg-cruse
- Data
- OpenDialKG