| Knowledge-Aware Meta-learning for Low-Resource Text Classification | Sep 10, 2021 | ClassificationMeta-Learning | CodeCode Available | 1 |
| Efficient Test Time Adapter Ensembling for Low-resource Language Varieties | Sep 10, 2021 | Cross-Lingual Transfernamed-entity-recognition | CodeCode Available | 1 |
| Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning | Sep 10, 2021 | Continual PretrainingContrastive Learning | CodeCode Available | 1 |
| Line as a Visual Sentence: Context-aware Line Descriptor for Visual Localization | Sep 10, 2021 | Homography EstimationSentence | CodeCode Available | 1 |
| Improving Multilingual Translation by Representation and Gradient Regularization | Sep 10, 2021 | DecoderMachine Translation | CodeCode Available | 1 |
| ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization | Sep 9, 2021 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| Smoothed Contrastive Learning for Unsupervised Sentence Embedding | Sep 9, 2021 | Contrastive LearningSentence | CodeCode Available | 1 |
| Graph Based Network with Contextualized Representations of Turns in Dialogue | Sep 9, 2021 | Dialog Relation ExtractionEmotion Recognition | CodeCode Available | 1 |
| Multi-granularity Textual Adversarial Attack with Behavior Cloning | Sep 9, 2021 | Adversarial AttackSentence | CodeCode Available | 1 |
| ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding | Sep 9, 2021 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning | Sep 9, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| PAUSE: Positive and Annealed Unlabeled Sentence Embedding | Sep 7, 2021 | SentenceSentence Embedding | CodeCode Available | 1 |
| Learning to Generate Scene Graph from Natural Language Supervision | Sep 6, 2021 | Graph GenerationScene Graph Generation | CodeCode Available | 1 |
| STaCK: Sentence Ordering with Temporal Commonsense Knowledge | Sep 6, 2021 | Edge ClassificationSentence | CodeCode Available | 1 |
| Eliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion Extraction | Sep 6, 2021 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Data Efficient Masked Language Modeling for Vision and Language | Sep 5, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Pushing Paraphrase Away from Original Sentence: A Multi-Round Paraphrase Generation Approach | Sep 4, 2021 | DiversityParaphrase Generation | CodeCode Available | 1 |
| Frustratingly Simple Pretraining Alternatives to Masked Language Modeling | Sep 4, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Contrastive Representation Learning for Exemplar-Guided Paraphrase Generation | Sep 3, 2021 | Contrastive LearningDecoder | CodeCode Available | 1 |
| Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning | Sep 2, 2021 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| Towards Improving Adversarial Training of NLP Models | Sep 1, 2021 | Domain GeneralizationSentence | CodeCode Available | 1 |
| MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER | Aug 31, 2021 | Cross-Lingual NERData Augmentation | CodeCode Available | 1 |
| Plan-then-Generate: Controlled Data-to-Text Generation via Planning | Aug 31, 2021 | Data-to-Text GenerationDiversity | CodeCode Available | 1 |
| Sentence Bottleneck Autoencoders from Transformer Language Models | Aug 31, 2021 | DecoderDenoising | CodeCode Available | 1 |
| NEREL: A Russian Dataset with Nested Named Entities, Relations and Events | Aug 30, 2021 | named-entity-recognitionNamed Entity Recognition | CodeCode Available | 1 |
| AEDA: An Easier Data Augmentation Technique for Text Classification | Aug 30, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| DEGREE: A Data-Efficient Generation-Based Event Extraction Model | Aug 29, 2021 | Event ExtractionSentence | CodeCode Available | 1 |
| DAE-GAN: Dynamic Aspect-aware GAN for Text-to-Image Synthesis | Aug 27, 2021 | Image GenerationSentence | CodeCode Available | 1 |
| Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization | Aug 26, 2021 | Abstractive Text SummarizationContrastive Learning | CodeCode Available | 1 |
| Semantic-Preserving Adversarial Text Attacks | Aug 23, 2021 | Adversarial TextSemantic Similarity | CodeCode Available | 1 |
| Open Relation Modeling: Learning to Define Relations between Entities | Aug 20, 2021 | Open Relation ModelingRelation | CodeCode Available | 1 |
| Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models | Aug 19, 2021 | Contrastive LearningDecoder | CodeCode Available | 1 |
| An Effective System for Multi-format Information Extraction | Aug 16, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 |
| Aspect Sentiment Triplet Extraction Using Reinforcement Learning | Aug 13, 2021 | Aspect Sentiment Triplet Extractionreinforcement-learning | CodeCode Available | 1 |
| Discriminative Latent Semantic Graph for Video Captioning | Aug 8, 2021 | DecoderObject | CodeCode Available | 1 |
| Elaborative Rehearsal for Zero-shot Action Recognition | Aug 5, 2021 | Action RecognitionFew-Shot Learning | CodeCode Available | 1 |
| Video Abnormal Event Detection by Learning to Complete Visual Cloze Tests | Aug 5, 2021 | Cloze TestEvent Detection | CodeCode Available | 1 |
| Controlled Text Generation as Continuous Optimization with Multiple Constraints | Aug 4, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space Translation | Aug 3, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Bootstrapped Unsupervised Sentence Representation Learning | Aug 1, 2021 | Representation LearningSemantic Textual Similarity | CodeCode Available | 1 |
| Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and Opinions | Aug 1, 2021 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| A unified approach to sentence segmentation of punctuated text in many languages | Aug 1, 2021 | SentenceSentence segmentation | CodeCode Available | 1 |
| End-to-End AMR Coreference Resolution | Aug 1, 2021 | Abstract Meaning Representationcoreference-resolution | CodeCode Available | 1 |
| On Finding the K-best Non-projective Dependency Trees | Aug 1, 2021 | Dependency ParsingSentence | CodeCode Available | 1 |
| Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble | Aug 1, 2021 | Sentence | CodeCode Available | 1 |
| UIUC\_BioNLP at SemEval-2021 Task 11: A Cascade of Neural Models for Structuring Scholarly NLP Contributions | Aug 1, 2021 | SentenceSentence Classification | CodeCode Available | 1 |
| Style is NOT a single variable: Case Studies for Cross-Stylistic Language Understanding | Aug 1, 2021 | DiagnosticSentence | CodeCode Available | 1 |
| Hate Speech Detection Based on Sentiment Knowledge Sharing | Aug 1, 2021 | Hate Speech DetectionSentence | CodeCode Available | 1 |
| Controllable Sentence Simplification with a Unified Text-to-Text Transfer Transformer | Aug 1, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Document-level Event Extraction via Parallel Prediction Networks | Aug 1, 2021 | DecoderDocument-level Event Extraction | CodeCode Available | 1 |