This is a curated list of papers that I have encountered in some capacity and deem worth including in the NLP practitioner's library. Some papers may appear in multiple sub-categories, if they don't fit easily into one of the boxes.
This is a work-in-progress so PRs are absolutely welcome!
Some special designations for certain papers:
๐ก LEGEND: This is a game-changer in the NLP literature and worth reading.
๐ผ RESOURCE: This paper introduces some dataset/resource and hence may be useful for application purposes.
- (2003) Feature-rich part-of-speech tagging with a cyclic dependency network
- (2015) Bidirectional LSTM-CRF Models for Sequence Tagging
- (2003) Accurate unlexicalized parsing ๐ก
- (2014) A Fast and Accurate Dependency Parser using Neural Networks
- (2005) Incorporating Non-local Information into Information Extraction Systems by Gibbs Sampling
- (2015) Bidirectional LSTM-CRF Models for Sequence Tagging
- (2010) A multi-pass sieve for coreference resolution ๐ก
- (2015) Entity-Centric Coreference Resolution with Model Stacking
- (2012) Baselines and Bigrams: Simple, Good Sentiment and Topic Classification
- (2013) Recursive deep models for semantic compositionality over a sentiment treebank ๐ผ
- (2007) Natural Logic for Textual Inference
- (2008) An Extended Model of Natural Logic
- (2014) Recursive Neural Networks Can Learn Logical Semantics
- (2015) A large annotated corpus for learning natural language inference ๐ผ
- (1993) The Mathematics of Statistical Machine Translation ๐ก
- (2002) BLEU: A Method for Automatic Evaluation of Machine Translation
- (2003) Statistical Phrase-Based Translation
- (2014) Sequence to Sequence Learning with Neural Networks ๐ก
- (2015) Neural Machine Translation by Jointly Learning to Align and Translate ๐ก
- (2015) Effective approaches to attention-based neural machine translation
- (2016) Pointing the Unknown Words
- (2013) Semantic Parsing on Freebase from Question-Answer Pairs ๐ก ๐ผ
- (2014) Semantic Parsing via Paraphrasing
- (2015) Building a Semantic Parser Overnight ๐ผ
- (2015) Bringing Machine Learning and Computational Semantics Together
- (2016) A Thorough Examination of the CNN/Daily Mail Reading Comprehension Task
- (2017) SQuAD: 100,000+ Questions for Machine Comprehension of Text ๐ผ
- (2015) Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
- (2016) Pointing the Unknown Words
- (2011) Data-drive Response Generation in Social Media
- (2015) Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems
- (2016) How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation ๐ก
- (2016) A Network-based End-to-End Trainable Task-oriented Dialogue System
- (2016) A Diversity-Promoting Objective Function for Neural Conversation Models
- (2016) The Dialogue State Tracking Challenge Series: A Review
- (2017) A Copy-Augmented Sequence-to-Sequence Architecture Gives Good Performance on Task-Oriented Dialogue
- (2017) Key-Value Retrieval Networks for Task-Oriented Dialogue ๐ผ
- (2017) Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings ๐ผ
- (2017) Hybrid Code Networks: practical and efficient end-to-end dialog control with supervised and reinforcement learning
- (2016) Learning language games through interaction
- (2017) Naturalizing a programming language via interactive learning
- (1997) Long Short-Term Memory ๐ก
- (2003) A Neural Probabilistic Language Model ๐ก
- (2014) Glove: Global vectors for word representation ๐ก ๐ผ