Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Nov 3, 2020 Contrastive Learning Data Augmentation
Code Code Available Comparison by Conversion: Reverse-Engineering UCCA from Syntax and Lexical Semantics Nov 2, 2020 Natural Language Understanding Sentence
Code Code Available Adapting Pretrained Transformer to Lattices for Spoken Language Understanding Nov 2, 2020 Natural Language Understanding speech-recognition
Code Code Available ARBML: Democritizing Arabic Natural Language Processing Tools Nov 1, 2020 Natural Language Understanding
Code Code Available RussianSuperGLUE: A Russian Language Understanding Evaluation Benchmark Oct 29, 2020 Common Sense Reasoning Diagnostic
Code Code Available FastFormers: Highly Efficient Transformer Models for Natural Language Understanding Oct 26, 2020 CPU GPU
Code Code Available Towards Interpretable Natural Language Understanding with Explanations as Latent Variables Oct 24, 2020 Explanation Generation Natural Language Understanding
Code Code Available Pre-training Text-to-Text Transformers for Concept-centric Common Sense Oct 24, 2020 Common Sense Reasoning Knowledge Graphs
Code Code Available BARThez: a Skilled Pretrained French Sequence-to-Sequence Model Oct 23, 2020 FLUE Natural Language Understanding
Code Code Available Optimal Subarchitecture Extraction For BERT Oct 20, 2020 CPU GPU
Code Code Available RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling Oct 17, 2020 Dialogue State Tracking Intent Detection
Code Code Available Improving Constituency Parsing with Span Attention Oct 15, 2020 Constituency Parsing Natural Language Understanding
Code Code Available Pretrained Language Models for Dialogue Generation with Multiple Input Sources Oct 15, 2020 Dialogue Generation Language Modeling
Code Code Available Incorporating BERT into Parallel Sequence Decoding with Adapters Oct 13, 2020 Machine Translation Natural Language Understanding
Code Code Available TextHide: Tackling Data Privacy in Language Understanding Tasks Oct 12, 2020 Federated Learning Natural Language Understanding
Code Code Available MultiWOZ 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation Oct 12, 2020 Dialogue State Tracking Natural Language Understanding
Code Code Available COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs Oct 12, 2020 Knowledge Graphs Natural Language Understanding
Code Code Available Dual Inference for Improving Language Understanding and Generation Oct 8, 2020 Natural Language Understanding Text Generation
Code Code Available An Empirical Study of Tokenization Strategies for Various Korean NLP Tasks Oct 6, 2020 Machine Translation Natural Language Understanding
Code Code Available Self-training Improves Pre-training for Natural Language Understanding Oct 5, 2020 Data Augmentation Few-Shot Learning
Code Code Available Neural RST-based Evaluation of Discourse Coherence Sep 30, 2020 Coherence Evaluation Discourse Parsing
Code Code Available A Simple but Tough-to-Beat Data Augmentation Approach for Natural Language Understanding and Generation Sep 29, 2020 Data Augmentation Machine Translation
Code Code Available DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue Sep 28, 2020 Domain Adaptation Multi-domain Dialogue State Tracking
Code Code Available Ape210K: A Large-Scale and Template-Rich Dataset of Math Word Problems Sep 24, 2020 Diversity Math
Code Code Available Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding Sep 21, 2020 Few-Shot Learning Natural Language Understanding
Code Code Available IndoNLU: Benchmark and Resources for Evaluating Indonesian Natural Language Understanding Sep 11, 2020 Benchmarking Diversity
Code Code Available AutoTrans: Automating Transformer Design via Reinforced Architecture Search Sep 4, 2020 Natural Language Understanding Navigate
Code Code Available VisualSem: A High-quality Knowledge Graph for Vision and Language Aug 20, 2020 Data Augmentation Natural Language Understanding
Code Code Available ConvBERT: Improving BERT with Span-based Dynamic Convolution Aug 6, 2020 Natural Language Understanding
Code Code Available LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning Jul 16, 2020 Logical Reasoning Machine Reading Comprehension
Code Code Available Towards Debiasing Sentence Representations Jul 16, 2020 Linguistic Acceptability Natural Language Understanding
Code Code Available Evaluation Toolkit For Robustness Testing Of Automatic Essay Scoring Systems Jul 14, 2020 Automated Essay Scoring Common Sense Reasoning
Code Code Available Advances of Transformer-Based Models for News Headline Generation Jul 9, 2020 Headline Generation named-entity-recognition
Code Code Available tBERT: Topic Models and BERT Joining Forces for Semantic Similarity Detection Jul 1, 2020 Natural Language Understanding Semantic Similarity
Code Code Available Rethinking Positional Encoding in Language Pre-training Jun 28, 2020 Natural Language Understanding Sentence
Code Code Available Multi-branch Attentive Transformer Jun 18, 2020 Code Generation Machine Translation
Code Code Available EPIE Dataset: A Corpus For Possible Idiomatic Expressions Jun 16, 2020 Machine Translation Natural Language Understanding
Code Code Available A Generative Model for Joint Natural Language Understanding and Generation Jun 12, 2020 Natural Language Understanding Task-Oriented Dialogue Systems
Code Code Available MC-BERT: Efficient Language Pre-Training via a Meta Controller Jun 10, 2020 Binary Classification Cloze Test
Code Code Available EPIC30M: An Epidemics Corpus Of Over 30 Million Relevant Tweets Jun 9, 2020 Natural Language Understanding
Code Code Available A Dataset for Statutory Reasoning in Tax Law Entailment and Question Answering May 11, 2020 Natural Language Understanding Question Answering
Code Code Available State of the Art Models for Fake News Detection Tasks May 11, 2020 Articles Fake News Detection
Code Code Available A Top-Down Neural Architecture towards Text-Level Parsing of Discourse Rhetorical Structure May 6, 2020 Decoder Discourse Parsing
Code Code Available Words aren't enough, their order matters: On the Robustness of Grounding Visual Referring Expressions May 4, 2020 Contrastive Learning Multi-Task Learning
Code Code Available IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization May 2, 2020 Natural Language Understanding Representation Learning
Code Code Available KLEJ: Comprehensive Benchmark for Polish Language Understanding May 1, 2020 named-entity-recognition Named Entity Recognition
Code Code Available Mind the Trade-off: Debiasing NLU Models without Degrading the In-distribution Performance May 1, 2020 Diversity Natural Language Understanding
Code Code Available TAVAT: Token-Aware Virtual Adversarial Training for Language Understanding Apr 30, 2020 Natural Language Understanding text-classification
Code Code Available Towards Unsupervised Language Understanding and Generation by Joint Dual Learning Apr 30, 2020 Natural Language Understanding Text Generation
Code Code Available Lexical Semantic Recognition Apr 30, 2020 Natural Language Understanding Sentence
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