DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation
Zeming Liu, Haifeng Wang, Zhengyu Niu, Hua Wu, Wanxiang Che
摘要
In this paper, we provide a bilingual parallel human-to-human recommendation dialog dataset (DuRecDial 2.0) to enable researchers to explore a challenging task of multilingual and cross-lingual conversational recommendation. The difference between DuRecDial 2.0 and existing conversational recommendation datasets is that the data item (Profile, Goal, Knowledge, Context, Response) in DuRecDial 2.0 is annotated in two languages, both English and Chinese, while other datasets are built with the setting of a single language. We collect 8.2k dialogs aligned across English and Chinese languages (16.5k dialogs and 255k utterances in total) that are annotated by crowdsourced workers with strict quality control procedure. We then build monolingual, multilingual, and cross-lingual conversational recommendation baselines on DuRecDial 2.0. Experiment results show that the use of additional English data can bring performance improvement for Chinese conversational recommendation, indicating the benefits of DuRecDial 2.0. Finally, this dataset provides a challenging testbed for future studies of monolingual, multilingual, and cross-lingual conversational recommendation. 1
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引用它的顶会 Paper16
- COLA: Improving Conversational Recommender Systems by Collaborative AugmentationDongding Lin, Jian Wang, Wenjie LiAAAI 2023 · 被引用 27 次
- TREA: Tree-Structure Reasoning Schema for Conversational RecommendationWendi Li, Wei Wei, Xiaoye Qu, Xian-Ling Mao 等ACL 2023 · 被引用 20 次
- XDailyDialog: A Multilingual Parallel Dialogue CorpusZeming Liu, Ping Nie, Jie Cai, Haifeng Wang 等ACL 2023 · 被引用 4 次
- Reinforced Target-driven Conversational PromotionHuy Dao, Lizi Liao, Dung D. Le, Yuxiang NieEMNLP 2023 · 被引用 3 次
- ESPRESSO: An Effective Approach to Passage Retrieval for High-Quality Conversational Recommender SystemsTaeho Kim, Hyeongjun Jang, Juwon Yu, Taeuk Kim 等AAAI 2025 · 被引用 3 次
它引用的顶会 Paper7
- Unsupervised Cross-lingual Representation Learning at ScaleAlexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary 等ACL 2020 · 被引用 539 次
- Towards Conversational Recommendation over Multi-Type DialogsZeming Liu, Haifeng Wang, Zheng-Yu Niu, Hua Wu 等ACL 2020 · 被引用 157 次
- Cross-Lingual Natural Language Generation via Pre-TrainingZewen Chi, Li Dong, Furu Wei, Wenhui Wang 等AAAI 2020 · 被引用 142 次
- INSPIRED: Toward Sociable Recommendation Dialog SystemsShirley Anugrah Hayati, Dongyeop Kang, Qingxiaoyang Zhu, Weiyan Shi 等EMNLP 2020 · 被引用 106 次
- On the Cross-lingual Transferability of Monolingual RepresentationsMikel Artetxe, Sebastian Ruder, Dani YogatamaACL 2020 · 被引用 57 次
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