- DialogBERT: Discourse-Aware Response Generation via Learning to Recover and
Rank Utterances Xiaodong Gu, Kang Min Yoo, Jung-Woo Ha
AAAI21[pdf] - Topic-Aware Multi-turn Dialogue Modeling https://arxiv.org/abs/2009.12539
AAAI21[pdf] [code] - Speaker-change Aware CRF for Dialogue Act Classification Guokan Shang, Antoine Jean-Pierre Tixier, Michalis Vazirgiannis, Jean-Pierre Lorré [pdf] [code]
- Hierarchical Transformer for Task Oriented Dialog Systems Bishal Santra, Potnuru Anusha, Pawan Goyal [pdf]
- A Simple Dual-decoder Model for Generating Response with Sentiment Xiuyu Wu, Yunfang Wu [pdf] [data]
- Slot-consistent NLG for Task-oriented Dialogue Systems with Iterative Rectification Network Yangming Li, Kaisheng Yao, Libo Qin, Wanxiang Che, Xiaolong Li, Ting Liu
ACL20[pdf] [code] - Generating Informative Dialogue Responses with Keywords-Guided Networks Heng-Da Xu, Xian-Ling Mao, Zewen Chi, Jing-Jing Zhu, Fanshu Sun, Heyan Huang [pdf]
- Controlling Dialogue Generation with Semantic Exemplars Prakhar Gupta, Jeffrey P. Bigham, Yulia Tsvetkov, Amy Pavel
NAACL21[pdf] [code] - A Controllable Model of Grounded Response Generation Zeqiu Wu, Michel Galley, Chris Brockett, Yizhe Zhang, Xiang Gao, Chris Quirk, Rik Koncel-Kedziorski, Jianfeng Gao, Hannaneh Hajishirzi, Mari Ostendorf, Bill Dolan [pdf]
- CARE: Commonsense-Aware Emotional Response Generation with Latent Concepts Peixiang Zhong, Di Wang, Pengfei Li, Chen Zhang, Hao Wang, Chunyan Miao
AAAI21[pdf] - Modelling Context Emotions using Multi-task Learning for Emotion Controlled Dialog Generation Deeksha Varshney, Asif Ekbal, Pushpak Bhattacharyya
AAAI21[pdf]
| Paper | Conference | Highlights |
|---|---|---|
| Multi-choice Dialogue-Based Reading Comprehension with Knowledge and Key Turns | knowledge enhanced dialogue reading comprehension | |
| Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning | ||
| KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven Conversation | ACL20 | a new dataset, KdConv, for knowledge-driven conversation generation in Chinese |
| Augmenting End-to-End Dialogue Systems with Commonsense Knowledge | AAAI18 | augmenting dialogue with commonsense knowledge |
- QAConv: Question Answering on Informative Conversations Chien-Sheng Wu, Andrea Madotto, Wenhao Liu, Pascale Fung, Caiming Xiong [pdf] [code]
| Paper | Conference | Highlights |
|---|---|---|
| DISCERN: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading | EMNLP2020 | |
| Fast Prototyping a Dialogue Comprehension System for Nurse-Patient Conversations on Symptom Monitoring | NAACL19 | |
| Transformers to Learn Hierarchical Contexts in Multiparty Dialogue for Span-based Question Answering | ACL20 | Pre-train: Token-level MLM, Utterance-level MLM, Utterance order prediction Fine-tune: Utterance ID Prediction, Token Span Prediction |
| Paper | Conference | Highlights |
|---|---|---|
| MuTual: A Dataset for Multi-Turn Dialogue Reasoning | ACL20 | Multi-Turn Dialogue Reasoning Dataset, Define reasoning types (Attitude Reasoning, Algebraic Reasoning, Intention Prediction, Situational Reasoning, Multi-fact Reasoning, Others) |
| DREAM: A Challenge Dataset and Models for Dialogue-Based Reading Comprehension | TACL | DREAM is the first to focus on in-depth multi-turn multi-party dialogue understanding. |
| MedDialog : A Large-scale Medical Dialogue Dataset |
| Paper | Conference | Highlights |
|---|---|---|
| USR: An Unsupervised and Reference Free Evaluation Metric for Dialog Generation | ACL20 |
| Paper | Conference | Highlights |
|---|---|---|
| Uncovering Hidden Sentiment in Meetings | 2016 | |
| Low frequency keyword and keyphrase extraction from meeting transcripts with sentiment classification using unsupervised framework | 2012 | sentiment classification and keyword extraction |
| Improved Sentiment Classification From Meeting Transcripts | 2012 | sentiment classification topic detection and author classification |
| Detecting Arguing and Sentiment in Meetings | SIGDIAL2017 |
| Paper | Conference | Highlights |
|---|---|---|
| Utterance-level Dialogue Understanding: An Empirical Study | ||
| Modeling Topical Relevance for Multi-Turn Dialogue Generation | IJCAI20 | |
| Learning from Easy to Complex: Adaptive Multi-curricula Learning for Neural Dialogue Generation | AAAI20 | |
| DCR-Net: A Deep Co-Interactive Relation Network for Joint Dialog Act Recognition and Sentiment Classification | AAAI20 | dialogue act and sentiment classfication |
| Who Did They Respond to? Conversation Structure Modeling Using Masked Hierarchical Transformer | AAAI20 | mask attention |
| Dialogue-Based Relation Extraction | ACL20 | * dialogue relation extraction dataset |
| Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation Learning | AAAI20 | * Hierarchical encoder model * Pre-training task: Reference Prediction, Word Prediction, Role Prediction, Sentence Generation * New dataset: Court Debate Dataset (CDD) * Good Introduction ** Speaker modeling ** utterances relation modeling ** External Knowledge * In terms of “heterogeneous" |
| Mask & Focus: Conversation Modeling by Learning Concepts | AAAI20 | |
| OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs | ACL19 | |
| Guiding attention in Sequence-to-sequence models for Dialogue Act prediction | AAAI20 | |
| “Wait, I’m Still Talking!” Predicting the Dialogue Interaction Behavior Using Imagine-Then-Arbitrate Model | ||
| Low-Resource Knowledge-Grounded Dialogue Generation | ICLR20 | |
| Improving Knowledge-aware Dialogue Generation via Knowledge Base Question Answering | AAAI20 | |
| Clustering-based Summarization of Transactional Chatbot Logs | ||
| An Annotated Corpus of Reference Resolution for Interpreting Common Grounding | AAAI20 | |
| Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations | EMNLP19 | |
| DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs | EMNLP19 | |
| Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs | EMNLP19 | |
| Improving Multi-turn Dialogue Modeling with Utterance ReWriter | ACL19 | |
| Reading Turn by Turn: Hierarchical Attention Architecture for Spoken Dialogue Comprehension | ACL19 | |
| Learning to Select Knowledge for Response Generation in Dialog Systems | IJCAI19 | |
| Commonsense knowledge aware conversation generation with graph attention | IJCAI18 | |
| “Chitty-Chitty-Chat Bot”: Deep Learning for Conversational AI | IJCAI18 | |
| Knowledge Diffusion for Neural Dialogue Generation | ACL18 | |
| Anaphora Resolution for Twitter Conversations: An Exploratory Study |