awesome-reinforcement-learning-in-nlp
A curated list of reinforcement learning in NLP. :-)
https://github.com/zhjohnchan/awesome-reinforcement-learning-in-nlp
Last synced: 16 days ago
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Papers
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Research Paper
- Learning Optimal Dialogue Management Rules by Using Reinforcement Learning and Inductive Logic Programming
- Learning Mixed Initiative Dialog Strategies By Using Reinforcement Learning On Both Conversants
- Unsupervised Information Extraction Approach Using Graph Mutual Reinforcement
- Comparing the Utility of State Features in Spoken Dialogue Using Reinforcement Learning
- Using Reinforcement Learning to Build a Better Model of Dialogue State
- An ISU Dialogue System Exhibiting Reinforcement Learning of Dialogue Policies: Generic Slot-Filling in the TALK In-car System
- Towards an Iterative Reinforcement Approach for Simultaneous Document Summarization and Keyword Extraction
- PNR2: Ranking Sentences with Positive and Negative Reinforcement for Query-Oriented Update Summarization
- Hybrid Reinforcement/Supervised Learning of Dialogue Policies from Fixed Data Sets
- Reinforcement Learning for Mapping Instructions to Actions
- An Iterative Reinforcement Approach for Fine-Grained Opinion Mining
- From Structured Prediction to Inverse Reinforcement Learning
- Simultaneous Ranking and Clustering of Sentences: A Reinforcement Approach to Multi-Document Summarization
- Hierarchical Reinforcement Learning and Hidden Markov Models for Task-Oriented Natural Language Generation
- Beyond Structured Prediction: Inverse Reinforcement Learning
- Improved Transliteration Mining Using Graph Reinforcement
- Framework of Automatic Text Summarization Using Reinforcement Learning
- A Comparative Study of Reinforcement Learning Techniques on Dialogue Management
- Single-Agent vs. Multi-Agent Techniques for Concurrent Reinforcement Learning of Negotiation Dialogue Policies
- Comparing Multi-label Classification with Reinforcement Learning for Summarisation of Time-series Data
- Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning
- Reinforcement Learning of Cooperative Persuasive Dialogue Policies using Framing
- Undirected Machine Translation with Discriminative Reinforcement Learning
- Language Understanding for Text-based Games using Deep Reinforcement Learning
- Deep Reinforcement Learning with a Natural Language Action Space
- Deep Reinforcement Learning for Dialogue Generation
- Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads
- Deep Reinforcement Learning for Mention-Ranking Coreference Models
- Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning
- Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access
- Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning
- From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal Likelihood
- DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning
- Task-Oriented Query Reformulation with Reinforcement Learning
- Sentence Simplification with Deep Reinforcement Learning
- Learning how to Active Learn: A Deep Reinforcement Learning Approach
- Reinforced Video Captioning with Entailment Rewards
- Mapping Instructions and Visual Observations to Actions with Reinforcement Learning
- Reinforcement Learning for Bandit Neural Machine Translation with Simulated Human Feedback
- Composite Task-Completion Dialogue Policy Learning via Hierarchical Deep Reinforcement Learning
- Speeding up Reinforcement Learning-based Information Extraction Training using Asynchronous Methods
- Tackling Error Propagation through Reinforcement Learning: A Case of Greedy Dependency Parsing
- Evaluating Persuasion Strategies and Deep Reinforcement Learning methods for Negotiation Dialogue agents
- Deep Reinforcement Learning for Chinese Zero Pronoun Resolution
- Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting
- Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach
- Discourse Marker Augmented Network with Reinforcement Learning for Natural Language Inference
- Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning
- Robust Distant Supervision Relation Extraction via Deep Reinforcement Learning
- End-to-End Reinforcement Learning for Automatic Taxonomy Induction
- Reinforced Extractive Summarization with Question-Focused Rewards
- Deep Reinforcement Learning for NLP
- Improving Reinforcement Learning Based Image Captioning with Natural Language Prior
- Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning
- Automatic Poetry Generation with Mutual Reinforcement Learning
- Playing 20 Question Game with Policy-Based Reinforcement Learning
- A Study of Reinforcement Learning for Neural Machine Translation
- Paraphrase Generation with Deep Reinforcement Learning
- APRIL: Interactively Learning to Summarise by Combining Active Preference Learning and Reinforcement Learning
- Macquarie University at BioASQ 6b: Deep learning and deep reinforcement learning for query-based summarisation
- Joint Modeling for Query Expansion and Information Extraction with Reinforcement Learning
- Autonomous Sub-domain Modeling for Dialogue Policy with Hierarchical Deep Reinforcement Learning
- A Reinforcement Learning-driven Translation Model for Search-Oriented Conversational Systems
- Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management
- Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning
- Reinforced Co-Training
- Ranking Sentences for Extractive Summarization with Reinforcement Learning
- Multi-Reward Reinforced Summarization with Saliency and Entailment
- Feudal Reinforcement Learning for Dialogue Management in Large Domains
- Bootstrapping a Neural Conversational Agent with Dialogue Self-Play, Crowdsourcing and On-Line Reinforcement Learning
- Neural Math Word Problem Solver with Reinforcement Learning
- A New Concept of Deep Reinforcement Learning based Augmented General Tagging System
- A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators
- Distantly Supervised NER with Partial Annotation Learning and Reinforcement Learning
- Source Critical Reinforcement Learning for Transferring Spoken Language Understanding to a New Language
- End-to-end Deep Reinforcement Learning Based Coreference Resolution
- Reinforced Training Data Selection for Domain Adaptation
- Reinforced Dynamic Reasoning for Conversational Question Generation
- Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards
- Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network
- Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning
- A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer
- A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification
- Using Semantic Similarity as Reward for Reinforcement Learning in Sentence Generation
- Implementing a Multi-lingual Chatbot for Positive Reinforcement in Young Learners
- Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning
- Hierarchical Text Classification with Reinforced Label Assignment
- Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews
- Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference
- Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning
- Clickbait? Sensational Headline Generation with Auto-tuned Reinforcement Learning
- Answers Unite! Unsupervised Metrics for Reinforced Summarization Models
- Neural Topic Model with Reinforcement Learning
- LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification
- Human-Like Decision Making: Document-level Aspect Sentiment Classification via Hierarchical Reinforcement Learning
- An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation
- Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization
- Transfer in Deep Reinforcement Learning Using Knowledge Graphs
- Reinforcement-based denoising of distantly supervised NER with partial annotation
- Learning Interpretable Negation Rules via Weak Supervision at Document Level: A Reinforcement Learning Approach
- Courteously Yours: Inducing courteous behavior in Customer Care responses using Reinforced Pointer Generator Network
- Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models
- Reinforcement Learning based Curriculum Optimization for Neural Machine Translation
- Posterior-regularized REINFORCE for Instance Selection in Distant Supervision
- Accelerated Reinforcement Learning for Sentence Generation by Vocabulary Prediction
- Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus
- Playing Text-Adventure Games with Graph-Based Deep Reinforcement Learning
- Learning When Not to Answer: a Ternary Reward Structure for Reinforcement Learning Based Question Answering
- Zero-shot Text Classification via Reinforced Self-training
- A Reinforced Generation of Adversarial Examples for Neural Machine Translation
- Improving Entity Linking through Semantic Reinforced Entity Embeddings
- Meta-Reinforced Multi-Domain State Generator for Dialogue Systems
- Noise Pollution in Hospital Readmission Prediction: Long Document Classification with Reinforcement Learning
- A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards
- Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning
- Dynamic Context Selection for Document-level Neural Machine Translation via Reinforcement Learning
- Human-centric dialog training via offline reinforcement learning
- Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning
- Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning
- Knowledge-guided Open Attribute Value Extraction with Reinforcement Learning
- Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation
- Production-based Cognitive Models as a Test Suite for Reinforcement Learning Algorithms
- Reinforcement Learning with Imbalanced Dataset for Data-to-Text Medical Report Generation
- Rethinking Supervised Learning and Reinforcement Learning in Task-Oriented Dialogue Systems
- A Learning-Exploring Method to Generate Diverse Paraphrases with Multi-Objective Deep Reinforcement Learning
- Reinforced Multi-task Approach for Multi-hop Question Generation
- Combining Cognitive Modeling and Reinforcement Learning for Clarification in Dialogue
- Answer-driven Deep Question Generation based on Reinforcement Learning
- Interactive Question Clarification in Dialogue via Reinforcement Learning
- ExpanRL: Hierarchical Reinforcement Learning for Course Concept Expansion in MOOCs
- Text Simplification with Reinforcement Learning Using Supervised Rewards on Grammaticality, Meaning Preservation, and Simplicity
- How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation?
- Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic Rewards
- Efficient Text-based Reinforcement Learning by Jointly Leveraging State and Commonsense Graph Representations
- A Proposal: Interactively Learning to Summarise Timelines by Reinforcement Learning
- Meta-Reinforcement Learning for Mastering Multiple Skills and Generalizing across Environments in Text-based Games
- Interactive Reinforcement Learning for Table Balancing Robot
- RewardsOfSum: Exploring Reinforcement Learning Rewards for Summarisation
- Offline Reinforcement Learning from Human Feedback in Real-World Sequence-to-Sequence Tasks
- Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning
- Revisiting the Weaknesses of Reinforcement Learning for Neural Machine Translation
- Quantitative Day Trading from Natural Language using Reinforcement Learning
- ECOL-R: Encouraging Copying in Novel Object Captioning with Reinforcement Learning
- Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement Learning
- Exploiting Multimodal Reinforcement Learning for Simultaneous Machine Translation
- Better Chinese Sentence Segmentation with Reinforcement Learning
- Language-based General Action Template for Reinforcement Learning Agents
- Rule-Aware Reinforcement Learning for Knowledge Graph Reasoning
- Phrase-Level Action Reinforcement Learning for Neural Dialog Response Generation
- Don’t Until the Final Verb Wait: Reinforcement Learning for Simultaneous Machine Translation
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