This is a paper list for multimodal or schema-guided dialogue dataset and some related research areas. The cited times are statisticized by site Semantic Scholar and the data is collected on 18/05/2021. The information of published dates and keywords are gathered on the site Paperswithcode, Library of Lanzhou University of Technology or the papers. All articles are sorted chronologically by research field.
Keyword: Multimodal Dialogue, Schema-Guided Dialogue (SGD), Task-Oriented Dialogue, Natural Language Processing
| No. | Paper | Publication | Date | Links | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|
| 1 | Multimodal Research in Vision and Language: A Review of Current and Emerging Trends | ArXiv | 22/12/2020 | [Paper] [Note] |
UNK | MMD |
| 2 | A Comparative Study on Schema-Guided Dialogue State Tracking | NAACL | --/--/2021 | [Paper] |
UNK | SGD |
| No. | Dataset | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|---|
| 1 | MMD | Towards Building Large Scale Multimodal Domain-Aware Conversation Systems | AAAI | 31/01/2018 | [Paper] [Dataset] [Code] [Conference Slides] [Note] |
--- | 36 | --- |
| 2 | SGD | Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset | AAAI | 29/01/2020 | [Paper] [Dataset] [Interpretation (by CharpYu on 18/11/2019 on CSDN)] [Interpretation (by moziofmoon on 01/02/2021 on zhihu)] [Note] |
Dialogue State Tracking ; Slot Filling | 89 | --- |
| 3 | JDDC | The JDDC Corpus: A Large-Scale Multi-Turn Chinese Dialogue Dataset for E-commerce Customer Service | LREC | 11/05/2020 | [Paper] [Dataset] [Code] |
Question Answering | 10 | --- |
| 4 | CrossWOZ | CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset | TACL | --/06/2020 | [Paper] [Dataset & Code] [Interpretation (by 祝凯华 on 15/06/2020 on zhihu)] [Interpretation (by AI TIME 论道 on 22/07/2020 on AMiner)] |
Dialogue State Tracking ; Task-Oriented Dialogue Systems | 12 | SGD |
| 5 | STAR | STAR: A Schema-Guided Dialog Dataset for Transfer Learning | ArXiv | 22/10/2020 | [Paper] [Dataset & Code] [Interpretation (by CharpYu on 24/10/2020 on CSDN)] |
Transfer Learning | UNK | SGD |
| 6 | RiSAWOZ | RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling | EMNLP | 16/11/2020 | [Paper] [Dataset] [Interpretation (by CharpYu on 14/11/2020 on CSDN)] |
Dialogue State Tracking ; Intent Detection ; Natural Language Understanding ; Slot Filling ; Text Generation | 4 | SGD |
| 7 | ABCD | Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems | ArXiv | 01/04/2021 | [Paper] [Data & Code] |
Task-Oriented Dialogue Systems | UNK | SGD |
| 8 | ACCENTOR | Adding Chit-Chats to Enhance Task-Oriented Dialogues | ArXiv | 01/05/2021 | [Paper] [Dataset & Code] |
Dialogue Generation ; Dialogue Understanding ; Task-Oriented Dialogue Systems | UNK | SGD |
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | Knowledge-aware Multimodal Dialogue Systems | ACM Multimedia (MM) | 15/10/2018 | [Paper] |
Multimodal Dialogue ; Domain Knowledge ; Fashion | 40 | MMD |
| 2 | Neural Multimodal Belief Tracker with Adaptive Attention for Dialogue Systems | WWW | 13/05/2019 | [Paper] |
--- | 12 | MMD |
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | Continual Learning in Task-Oriented Dialogue Systems | ArXiv | 31/12/2020 | [Paper] |
Continual Learning ; Multi-Task Learning ; Task-Oriented Dialogue Systems ; Text Generation | UNK | SGD |
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | Pretraining the Noisy Channel Model for Task-Oriented Dialogue | ArXiv | 18/03/2021 | [Paper] |
--- | UNK | SGD |
| 2 | "What's The Context?" : Long Context NLM Adaptation for ASR Rescoring in Conversational Agents | ArXiv | 21/04/2021 | [Paper] |
Intent Classification ; Language Modelling ; Natural Language Understanding | UNK | SGD |
Natural Language Understanding (NLU) / Context-aware Dependencies of Semantic Elements / Dialogue History
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | User Attention-guided Multimodal Dialog Systems | ACM SIGIR | 18/07/2019 | [Paper] [Code] |
Multimodal Dialog Systems ; Multimodal Response Generation ; Multimodal Utterance Encoder ; Taxonomy-attribute Combined Tree | 10 | MMD |
| 2 | Multimodal Dialogue Systems via Capturing Context-aware Dependencies of Semantic Elements | ACM Multimedia (MM) | 12/10/2020 | [Paper] |
--- | UNK | MMD |
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | Zero-shot User Intent Detection via Capsule Neural Networks | EMNLP | 31/10/2018 | [Paper] [Data & Code] [Video] |
Intent Detection ; Question Answering ; Transfer Learning ; Zero-Shot Learning | 89 | --- |
| 2 | Fine-Tuning BERT for Schema-Guided Zero-Shot Dialogue State Tracking | ArXiv | 01/02/2020 | [Paper] [Dataset] [Code] |
Dialogue State Tracking ; Natural Language Understanding ; Slot Filling ; Zero-Shot Learning | 3 | SGD |
| 3 | Schema-Guided Dialogue State Tracking Task at DSTC8 | ArXiv | 02/02/2020 | [Paper] [Dataset] |
Data Augmentation ; Dialogue State Tracking | 8 | SGD |
| 4 | Goal-Oriented Multi-Task BERT-Based Dialogue State Tracker | ArXiv | 05/02/2020 | [Paper] [Code] |
Dialogue State Tracking ; Question Answering ; Reading Comprehension | 8 | SGD |
| 5 | L'adaptabilité comme compétence pour les systèmes de dialogue orientés tâche (Zero-shot User Intent Detection via Capsule Neural Networks) |
JEP-TALN-RECITAL | 08/06/2020 | [Paper] |
Dialogue System ; Schema-Guided Dialog State Tracking ; Adaptability | UNK | SGD |
| 6 | The SPPD System for Schema Guided Dialogue State Tracking Challenge | ArXiv | 16/06/2020 | [Paper] |
Dialogue State Tracking ; Multi-domain Dialogue State Tracking | 4 | SGD |
| 7 | Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations | ACL | 16/07/2020 | [Paper] [Data & Code] |
Few-Shot Learning ; Slot Filling | 9 | SGD |
| 8 | Dialogue State Induction Using Neural Latent Variable Models | IJCAI | 13/08/2020 | [Paper] [Code] [Video] |
Latent Variable Models | 2 | SGD |
| 9 | A Fast and Robust BERT-based Dialogue State Tracker for Schema-Guided Dialogue Dataset | ArXiv | 27/08/2020 | [Paper] [Code] [Interpretation (by UNK on 27/08/2020 on 趣卡学术)] |
Data Augmentation ; Dialogue State Tracking ; Goal-Oriented Dialogue Systems | 3 | SGD |
| 10 | Simple Data Augmentation with the Mask Token Improves Domain Adaptation for Dialog Act Tagging | EMNLP | 16/11/2020 | [Paper] |
Data Augmentation ; Domain Adaptation ; Domain Generalization | UNK | SGD |
| 11 | A Sequence-to-Sequence Approach to Dialogue State Tracking | ArXiv | 18/11/2020 | [Paper] [Code] |
Dialogue State Tracking ; Natural Language Understanding | 1 | SGD |
| 12 | Intent Detection with WikiHow | AACL | 04/12/2020 | [Paper] [Code] |
Intent Detection | 1 | SGD |
| 13 | Linguistically-Enriched and Context-Aware Zero-shot Slot Filling | ArXiv | 16/01/2021 | [Paper] [Video] |
Named Entity Recognition ; Slot Filling | 1 | SGD |
| 14 | Few Shot Dialogue State Tracking using Meta-learning | EACL | 17/01/2021 | [Paper] [Data & Code] |
Chatbot ; Dialogue State Tracking ; Meta-Learning | UNK | SGD |
| 15 | Domain-Aware Dialogue State Tracker for Multi-Domain Dialogue Systems | IEEE/ACM Transactions on Audio, Speech, and Language Processing | 25/01/2021 | [Paper] [Code] |
Language Modelling ; Task-Oriented Dialogue Systems | 3 | SGD |
| 16 | Attention Guided Dialogue State Tracking with Sparse Supervision | ArXiv | 28/01/2021 | [Paper] |
Dialogue State Tracking | 1 | SGD |
| 17 | Generalized Zero-shot Intent Detection via Commonsense Knowledge | ACM SIGIR | 04/02/2021 | [Paper] |
Intent Detection | 1 | SGD |
| 18 | A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining | ArXiv | 08/02/2021 | [Paper] [Data & Code] |
Natural Language Understanding ; Text Generation | UNK | SGD |
| 19 | Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue State Tracking | ArXiv | 10/05/2021 | [Paper] |
Dialogue State Tracking ; Transfer Learning | UNK | SGD |
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | Ordinal and Attribute Aware Response Generation in a Multimodal Dialogue System | ACL | 28/07/2019 | [Paper] |
Goal-Oriented Dialogue Systems | 6 | MMD |
| 2 | Multimodal Dialog System: Generating Responses via Adaptive Decoders | ACM Multimedia (MM) | 15/10/2019 | [Paper] [Dataset & Code] |
Multimodal Dialog Systems ; Multiform Knowledge-aware Decoder ; Adaptive Decoders | 7 | MMD |
| 3 | Schema-Guided Natural Language Generation | INLG | 11/05/2020 | [Paper] [Data] |
Text Generation | 1 | SGD |
| 4 | More to diverse: Generating diversified responses in a task oriented multimodal dialog system | PLoS ONE | 05/11/2020 | [Paper] |
--- | UNK | MMD |
| 5 | Template Guided Text Generation for Task-Oriented Dialogue | EMNLP | 13/11/2020 | [Paper] [Data & Code] [Slides] |
Data-to-Text Generation ; Language Modelling ; Text Generation | 5 | SGD |
| 6 | MultiDM-GCN: Aspect-Guided Response Generation in Multi-Domain Multi-Modal Dialogue System using Graph Convolution Network | EMNLP | 16/11/2020 | [Paper] |
--- | UNK | MMD |
| 7 | Aspect-Aware Response Generation for Multimodal Dialogue System | ACM TIST | 04/02/2021 | [Homepage on ACM] |
Multimodal Dialogue System ; Response Generation ; Memory Network | 1 | MMD |
| 8 | The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics | ArXiv | 01/04/2021 | [Paper] [Code] |
--- | 6 | SGD |
| No. | Paper | Publication | Date | Links | Keywords | Cited Times | Influenced by / About |
|---|---|---|---|---|---|---|---|
| 1 | Quality aspects of multimodal dialog systems: identity, stimulation and success | INTERSPEECH | 28/08/2011 | [Paper] |
Multimodal Dialog Systems ; Evaluation ; USABILITY | 1 | MMD |
| 2 | DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue | ArXiv | 28/09/2020 | [Paper] [Code] |
Domain Adaptation Natural Language Understanding | 9 | SGD |
| 3 | Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue Systems | ArXiv | 08/05/2021 | [Paper] [Data & Code] |
Domain Generalization ; Task-Oriented Dialogue Systems | UNK | SGD |
By Xiaoxia ZHANG (michelle_xxz@126.com / zhangxiaoxia.michelle@gmail.com) from University of the New Sorbonne - Paris III.
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