sent_emb_nli.md

Sentence Representation, Natural Language Inference and Summarization

Including Sentence Embeddings/Representations, Natural Language Inference, Sentence Matching, Textual Entailment, Text Summarization and etc.

Sentence Embedding / Representation

• [2015 NIPS] Skip Thought Vectors, [paper], [bibtex], sources: [ryankiros/skip-thoughts].
• [2017 ICLR] A Simple But Tough-to-beat Baseline for Sentence Embeddings, [paper], [bibtex], sources: [PrincetonML/SIF].
• [2017 ICLR] A Structured Self-attentive Sentence Embedding, [paper], [bibtex], sources: [ExplorerFreda/Structured-Self-Attentive-Sentence-Embedding], [flrngel/Self-Attentive-tensorflow], [kaushalshetty/Structured-Self-Attention].
• [2017 EMNLP] Supervised Learning of Universal Sentence Representations from Natural Language Inference Data, [paper], [bibtex], sources: [facebookresearch/InferSent].
• [2018 ICLR] Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning, [paper], [bibtex], sources: [Maluuba/gensen].
• [2018 ArXiv] Universal Sentence Encoder, [paper], [bibtex], sources: [TensorFlow Hub/universal-sentence-encoder], [helloeve/universal-sentence-encoder-fine-tune].
• [2018 ArXiv] Evaluation of Sentence Embeddings in Downstream and Linguistic Probing Tasks, [paper], [bibtex].
• [2018 EMNLP] XNLI: Evaluating Cross-lingual Sentence Representations, [paper], [bibtex], sources: [facebookresearch/XNLI].
• [2018 EMNLP] Dynamic Meta-Embeddings for Improved Sentence Representations, [paper], [bibtex], sources: [facebookresearch/DME].
• [2018 ICLR] An Efficient Framework for Learning Sentence Representations, [paper], [bibtex], sources: [lajanugen/S2V], [mhiro2/quick-thoughts].

Natural Language Inference (Textual Entailment, Sentence Matching)

• [2016 NAACL] Learning Natural Language Inference with LSTM, [paper], [bibtex], source: [shuohangwang/SeqMatchSeq].
• [2017 IJCAI] BiMPM: Bilateral Multi-Perspective Matching for Natural Language Sentences, [paper], [bibtex], sources: [zhiguowang/BiMPM].
• [2017 ArXiv] Distance-based Self-Attention Network for Natural Language Inference, [paper], [bibtex].
• [2017 ACL] Enhanced LSTM for Natural Language Inference, [paper], [bibtex], sources: [lukecq1231/nli], [coetaur0/ESIM], [HsiaoYetGun/ESIM], [sdnr1/EBIM-NLI], [JasonForJoy/ESIM-NLI].
• [2018 AAAI] DiSAN: Directional Self-Attention Network for RNN/CNN-free Language Understanding, [paper], [bibtex], sources: [taoshen58/DiSAN].
• [2018 IJCAI] Reinforced Self-Attention Network: a Hybrid of Hard and Soft Attention for Sequence Modeling, [paper], [bibtex].

Text Summarization

• [2017 ACL] Get To The Point: Summarization with Pointer-Generator Networks, [paper], [bibtex], sources: [abisee/pointer-generator], [abisee/cnn-dailymail], [JafferWilson/Process-Data-of-CNN-DailyMail].
• [2018 ICLR] Generating Wikipedia by Summarizing Long Sequences, [paper], [bibtex], sources: [tensorflow/tensor2tensor · wikisum].

Sentence Representation Evaluation

• [2018 EMNLP] GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding, [paper], [bibtex], [homepage], sources: [nyu-mll/GLUE-baselines].
• [2019 ICLR] GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding, [paper], [bibtex], [homepage], sources: [nyu-mll/GLUE-baselines].