nlp-paper-reading

Paper Reading List in Natural Language Processing

😊 Table of Contents

• Dialogue System
  • Background Based Conversation
  • Dataset for Dialogue
  • Emotional Dialogue
  • Evaluation of Dialogue
  • Knowledge Grounded Dialogue
  • Open-domain Dialogue
  • Personalized Dialogue
  • Survey on Dialogue
  • Task-oriented Dialogue
• Pre-trained Language Model
• Text Summarization
  • Abstractive
• Transformer Series
• Word Embedding

Dialogue System

Background Based Conversation

• GLKS: Thinking Globally, Acting Locally: Distantly Supervised Global-to-Local Knowledge Selection for Background Based Conversation. AAAI-2020 [paper] [code]
• RefNet: RefNet: A Reference-Aware Network for Background Based Conversation. AAAI-2020 [paper] [code]
• CaKe: Improving Background Based Conversation with Context-aware Knowledge Pre-selection. arXiv-2019 [paper] [code]

Dataset for Dialogue

• Pchatbot: Pchatbot: A Large-Scale Dataset for Personalized Chatbot. SIGIR-2021 [paper] [data]
• MuTual: A Dataset for Multi-Turn Dialogue Reasoning. ACL-2020 [paper] [data]
• Pushshift Reddit: The Pushshift Reddit Dataset. ICWSM-2020 [paper] [data]
• Wizard of Wikipedia: Wizard of Wikipedia: Knowledge-Powered Conversational Agents. ICLR-2019 [paper] [data]
• Holl-E: Towards Exploiting Background Knowledge for Building Conversation Systems. EMNLP-2018 [paper] [code]
• OpenSubtitles2018: OpenSubtitles2018: Statistical Rescoring of Sentence Alignments in Large, Noisy Parallel Corpora. LREC-2018 [paper] [data]
• PERSONA-CHAT: Personalizing Dialogue Agents: I have a dog, do you have pets too? ACL-2018 [paper]
• DailyDialog: DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset. IJCNLP-2017 [paper] [data]
• Douban Conversation Corpus: Sequential Matching Network: A New Architecture for Multi-turn Response Selection in Retrieval-Based Chatbots. ACL-2017 [paper] [data]
• OpenSubtitles2016: OpenSubtitles2016: Extracting Large Parallel Corpora from Movie and TV Subtitles. LREC-2016 [paper] [data]
• Ubuntu Dialogue Corpus: The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems. SIGDIAL-2015 [paper] [data]
• Cornell Movie Dialogs Corpus: Chameleons in Imagined Conversations: A New Approach to Understanding Coordination of Linguistic Style in Dialogs. CMCL@ACL-2011 [paper] [data]

Emotional Dialogue

• MOJITALK: MOJITALK: Generating Emotional Responses at Scale. ACL-2018 [paper]

Evaluation of Dialogue

• Holistic Evaluation: Towards Holistic and Automatic Evaluation of Open-Domain Dialogue Generation. ACL-2020 [paper] [code]
• RS: Evaluating Dialogue Generation Systems via Response Selection. ACL-2020 [paper] [test set]
• υBLEU: υBLEU: Uncertainty-Aware Automatic Evaluation Method for Open-Domain Dialogue Systems. ACL-2020 [paper] [code&datasets]
• Empirical Study: How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation. EMNLP-2016 [paper]
• BLEU: BLEU: a Method for Automatic Evaluation of Machine Translation. ACL-2002 [paper]

Knowledge Grounded Dialogue

• HADG: Knowledge-aware Dialogue Generation with Hybrid Attention (Student Abstract). AAAI-2021 [paper]
• ConKADI: Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge Awareness. ACL-2020 [paper] [code]
• Div-Non-Conv: Diversifying Dialogue Generation with Non-Conversational Text. ACL-2020 [paper] [code]
• KIC: Generating Informative Conversational Response using Recurrent Knowledge-Interaction and Knowledge-Copy. ACL-2020 [paper]
• Low-Resource KG: Low-Resource Knowledge-Grounded Dialogue Generation. ICLR-2020 [paper]
• PIPM-KDBTS: Bridging the Gap between Prior and Posterior Knowledge Selection for Knowledge-Grounded Dialogue Generation. EMNLP-2020 [paper] [code]
• TransDG: Improving Knowledge-Aware Dialogue Generation via Knowledge Base Question Answering. AAAI-2020 [paper] [code]
• ZRKGC: Zero-Resource Knowledge-Grounded Dialogue Generation. NeurIPS-2020 [paper] [code]
• PostKS: Learning to Select Knowledge for Response Generation in Dialog Systems. IJCAI-2019 [paper] [code]
• Mem2Seq: Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems. ACL-2018 [paper] [code]
• NKD: Knowledge Diffusion for Neural Dialogue Generation. ACL-2018 [paper] [code]

Open-domain Dialogue

• MDFN: Filling the Gap of Utterance-aware and Speaker-aware Representation for Multi-turn Dialogue. AAAI-2021 [paper] [code]
• Adp Multi-CL: Learning from Easy to Complex: Adaptive Multi-Curricula Learning for Neural Dialogue Generation. AAAI-2020 [paper]
• DialogRPT: Dialogue Response Ranking Training with Large-Scale Human Feedback Data. EMNLP-2020 [paper] [code]
• PS: Prototype-to-Style: Dialogue Generation with Style-Aware Editing on Retrieval Memory. arXiv-2020 [paper]
• Edit-N-Rerank: Response Generation by Context-aware Prototype Editing. AAAI-2019 [paper] [code]
• SeqGen: Retrieval-guided Dialogue Response Generation via a Matching-to-Generation Framework. EMNLP-2019 [paper] [code]
• SR: Skeleton-to-Response: Dialogue Generation Guided by Retrieval Memory. NAACL-2019 [paper]
• NEXUS: NEXUS Network: Connecting the Preceding and the Following in Dialogue Generation. EMNLP-2018 [paper]
• CVAE: Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational Autoencoders. ACL-2017 [paper]
• DRL: Deep Reinforcement Learning for Dialogue Generation. EMNLP-2016 [paper]
• MMI: A Diversity-Promoting Objective Function for Neural Conversation Models. NAACL-2016 [paper]
• NCM: A Neural Conversational Model. arXiv-2015 [paper]

Personalized Dialogue

• DHAP: One Chatbot Per Person: Creating Personalized Chatbots based on Implicit User Profiles. SIGIR-2021 [paper] [code]
• FewShot-PCM: Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks. AAAI-2021 [paper] [code]
• SPD: Detecting Speaker Personas from Conversational Texts. EMNLP-2021 [paper] [code]
• GCC: Large Scale Multi-Actor Generative Dialog Modeling. ACL-2020 [paper]
• GDR: Generate, Delete and Rewrite: A Three-Stage Framework for Improving Persona Consistency of Dialogue Generation. ACL-2020 [paper]
• KvPI: Profile Consistency Identification for Open-domain Dialogue Agents. EMNLP-2020 [paper] [code]
• P² Bot: You Impress Me: Dialogue Generation via Mutual Persona Perception. ACL-2020 [paper] [code]
• PAGenerator: Guiding Variational Response Generator to Exploit Persona. ACL-2020 [paper]
• PEE: A Neural Topical Expansion Framework for Unstructured Persona-Oriented Dialogue Generation. ECAI-2020 [paper]
• Persona-sparse: A Pre-training Based Personalized Dialogue Generation Model with Persona-sparse Data. AAAI-2020 [paper]
• RCDG: Generating Persona Consistent Dialogues by Exploiting Natural Language Inference. AAAI-2020 [paper] [code]
• Self-Consciousness: Will I Sound Like Me? Improving Persona Consistency in Dialogues through Pragmatic Self-Consciousness. EMNLP-2020 [paper] [code]
• PAML: Personalizing Dialogue Agents via Meta-Learning. ACL-2019 [paper] [code]
• PerCVAE: Exploiting Persona Information for Diverse Generation of Conversational Responses. IJCAI-2019 [paper] [code]
• PerDG: Personalized Dialogue Generation with Diversified Traits. arXiv-2019 [paper]
• NPRG-DM: Neural personalized response generation as domain adaptation. WWW-2018 [paper]
• PCCM: Assigning Personality Profile to a Chatting Machine for Coherent Conversation Generation. IJCAI-2018 [paper]
• PerDA: Training Millions of Personalized Dialogue Agents. EMNLP-2018 [paper]
• CoPerHED: Exploring Personalized Neural Conversational Models. IJCAI-2017 [paper]
• PRG-DM: Personalized Response Generation via Domain adaptation. SIGIR-2017 [paper]
• PerNCM: A Persona-Based Neural Conversation Model. ACL-2016 [paper]
• PERSONAGE: PERSONAGE: Personality Generation for Dialogue. ACL-2007 [paper]

Survey on Dialogue

• A Systematic Survey: Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Survey. arXiv-2021 [paper]
• Challenges: Challenges in Building Intelligent Open-domain Dialog Systems. TOIS-2020 [paper]
• Recipes: Recipes for building an open-domain chatbot. arXiv-2020 [paper]
• Recent Advances and New Frontiers: A Survey on Dialogue Systems: Recent Advances and New Frontiers. SIGKDD-2017 [paper]

Task-oriented Dialogue

• DAST: A Student-Teacher Architecture for Dialog Domain Adaptation under the Meta-Learning Setting. AAAI-2021 [paper]
• DDMN: Dual Dynamic Memory Network for End-to-End Multi-turn Task-oriented Dialog Systems. COLING-2020 [paper] [code]
• DF-Net: Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog. ACL-2020 [paper] [code]
• MALA: MALA: Cross-Domain Dialogue Generation with Action Learning. AAAI-2020 [paper]
• BossNet: Disentangling Language and Knowledge in Task-Oriented Dialogs. NAACL-2019 [paper] [code]
• GLMP: GLOBAL-TO-LOCAL MEMORY POINTER NETWORKS FOR TASK-ORIENTED DIALOGUE. ICLR-2019 [paper] [code]
• KB Retriever: Entity-Consistent End-to-end Task-Oriented Dialogue System with KB Retriever. EMNLP-2019 [paper] [data]
• TRADE: Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems. ACL-2019 [paper] [code]
• DSR: Sequence-to-Sequence Learning for Task-oriented Dialogue with Dialogue State Representation. COLING-2018 [paper]
• StateNet: Towards Universal Dialogue State Tracking. EMNLP-2018 [paper]
• TSCP: Sequicity: Simplifying Task-oriented Dialogue Systems with Single Sequence-to-Sequence Architectures. ACL-2018 [paper] [code]

Pre-trained Language Model

• ALBERT: ALBERT: A Lite BERT for Self-supervised Learning of Language Representations. ICLR-2020 [paper] [code]
• BERT: BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. NAACL-2019 [paper] [code]
• ERNIE: ERNIE: Enhanced Language Representation with Informative Entities. ACL-2019 [paper] [code]
• Interpret_BERT: What does BERT learn about the structure of language? ACL-2019 [paper] [code]
• UniLM: Unified Language Model Pre-training for Natural Language Understanding and Generation. NeurIPS-2019 [paper] [code]
• XLNet: XLNet: Generalized Autoregressive Pretraining for Language Understanding. NeurIPS-2019 [paper] [code]

Text Summarization

Abstractive

• GTTP: Get To The Point: Summarization with Pointer-Generator Networks. ACL-2017 [paper] [code]

Transformer Series

• GRET: GRET: Global Representation Enhanced Transformer. AAAI-2020 [paper]
• Reformer: REFORMER: THE EFFICIENT TRANSFORMER. ICLR-2020 [paper] [code]
• Transformer-XL: Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context. ACL-2019 [paper] [code]
• Universal Transformers: UNIVERSAL TRANSFORMERS. ICLR-2019 [paper] [code]
• Transformer: Attention Is All You Need. NeurIPS-2017 [paper] [code-official] [code-tf] [code-py]

Word Embedding

• Doc2Vec: Distributed Representations of Sentences and Documents. ICML-2014 [paper]
• Glove: GloVe: Global Vectors for Word Representation. EMNLP-2014 [paper] [code]
• Word2Vec-Extension: Distributed Representations of Words and Phrases and their Compositionality. NeurIPS-2013 [paper]
• Word2Vec-Oringinal: Efficient Estimation of Word Representations in Vector Space. ICLR Workshop Poster-2013 [paper] [code]