Causal document-grounded dialogue pre-training

Y Zhao, B Yu, H Yu, B Li, J Li, C Wang, F Huang… - arXiv preprint arXiv …, 2023 - arxiv.org
The goal of document-grounded dialogue (DocGD) is to generate a response by grounding
the evidence in a supporting document in accordance with the dialogue context. This …

Conversations powered by cross-lingual knowledge

W Sun, C Meng, Q Meng, Z Ren, P Ren… - Proceedings of the 44th …, 2021 - dl.acm.org
Today's open-domain conversational agents increase the informativeness of generated
responses by leveraging external knowledge. Most of the existing approaches work only for …

DG2: Data augmentation through document grounded dialogue generation

Q Wu, S Feng, D Chen, S Joshi, LA Lastras… - arXiv preprint arXiv …, 2021 - arxiv.org
Collecting data for training dialog systems can be extremely expensive due to the
involvement of human participants and need for extensive annotation. Especially in …

Sldt: sequential latent document transformer for multilingual document-based dialogue

Z Ma, Z Liu, J Ye - Proceedings of the Third DialDoc Workshop on …, 2023 - aclanthology.org
Multilingual document-grounded dialogue, where the system is required to generate
responses based on both the conversation Multilingual context and external knowledge …

TruthReader: Towards Trustworthy Document Assistant Chatbot with Reliable Attribution

D Li, X Hu, Z Sun, B Hu, S Ye, Z Shan… - Proceedings of the …, 2024 - aclanthology.org
Document assistant chatbots are empowered with extensive capabilities by Large Language
Models (LLMs) and have exhibited significant advancements. However, these systems may …

SuperDialseg: A Large-scale Dataset for Supervised Dialogue Segmentation

J Jiang, C Dong, S Kurohashi, A Aizawa - arXiv preprint arXiv:2305.08371, 2023 - arxiv.org
Dialogue segmentation is a crucial task for dialogue systems allowing a better
understanding of conversational texts. Despite recent progress in unsupervised dialogue …

Task2dial: A novel task and dataset for commonsense enhanced task-based dialogue grounded in documents

C Strathearn, D Gkatzia - arXiv preprint arXiv:2204.01061, 2022 - arxiv.org
This paper proposes a novel task on commonsense-enhanced task-based dialogue
grounded in documents and describes the Task2Dial dataset, a novel dataset of document …

Post-hoc Utterance Refining Method by Entity Mining for Faithful Knowledge Grounded Conversations

Y Jang, S Son, J Lee, J Son, Y Hur, J Lim… - arXiv preprint arXiv …, 2024 - arxiv.org
Despite the striking advances in recent language generation performance, model-generated
responses have suffered from the chronic problem of hallucinations that are either untrue or …

Incorporating Phrases in Latent Query Reformulation for Multi-Hop Question Answering

J Tang, S Hu, Z Chen, H Xu, Z Tan - Mathematics, 2022 - mdpi.com
In multi-hop question answering (MH-QA), the machine needs to infer the answer to a given
question from multiple documents. Existing models usually apply entities as basic units in …

Dialdoc 2021 shared task: Goal-oriented document-grounded dialogue modeling

S Feng - Proceedings of the 1st Workshop on Document …, 2021 - aclanthology.org
We present the results of Shared Task at Workshop DialDoc 2021 that is focused on
document-grounded dialogue and conversational question answering. The primary goal of …