Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Apr 18, 2021 Sensitivity text-classification
Code Code Available When Does Pretraining Help? Assessing Self-Supervised Learning for Law and the CaseHOLD Dataset Apr 18, 2021 Multiple-choice Question Answering
Code Code Available R&R: Metric-guided Adversarial Sentence Generation Apr 17, 2021 Adversarial Attack General Classification
Code Code Available Text Guide: Improving the quality of long text classification by a text selection method based on feature importance Apr 15, 2021 Classification Explainable artificial intelligence
Code Code Available Continual Learning for Text Classification with Information Disentanglement Based Regularization Apr 12, 2021 Continual Learning Disentanglement
Code Code Available Approximating Instance-Dependent Noise via Instance-Confidence Embedding Mar 25, 2021 text-classification Text Classification
Code Code Available SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers Mar 23, 2021 text-classification Text Classification
Code Code Available Refining Language Models with Compositional Explanations Mar 18, 2021 Fairness Language Modelling
Code Code Available Model Extraction and Adversarial Transferability, Your BERT is Vulnerable! Mar 18, 2021 Model extraction text-classification
Code Code Available Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning Mar 12, 2021 Classification Data Augmentation
Code Code Available An Amharic News Text classification Dataset Mar 10, 2021 Articles Classification
Code Code Available T-Miner: A Generative Approach to Defend Against Trojan Attacks on DNN-based Text Classification Mar 7, 2021 text-classification Text Classification
Code Code Available ReadNet: A Hierarchical Transformer Framework for Web Article Readability Analysis Mar 6, 2021 Articles Sentence
Code Code Available Contrastive Explanations for Model Interpretability Mar 2, 2021 model text-classification
Code Code Available RoBERTa-wwm-ext Fine-Tuning for Chinese Text Classification Feb 24, 2021 Classification General Classification
Code Code Available PADA: Example-based Prompt Learning for on-the-fly Adaptation to Unseen Domains Feb 24, 2021 Domain Adaptation Language Modelling
Code Code Available MATCH: Metadata-Aware Text Classification in A Large Hierarchy Feb 15, 2021 Classification General Classification
Code Code Available Challenges in Automated Debiasing for Toxic Language Detection Jan 29, 2021 Fairness text-classification
Code Code Available A Neural Few-Shot Text Classification Reality Check Jan 28, 2021 Classification Few-Shot Text Classification
Code Code Available Towards Robustness to Label Noise in Text Classification via Noise Modeling Jan 27, 2021 Classification General Classification
Code Code Available Does Head Label Help for Long-Tailed Multi-Label Text Classification Jan 24, 2021 General Classification Multi Label Text Classification
Code Code Available Classifying Scientific Publications with BERT -- Is Self-Attention a Feature Selection Method? Jan 20, 2021 Articles Classification
Code Code Available LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification Jan 9, 2021 General Classification Multi Label Text Classification
Code Code Available Simple Spectral Graph Convolution Jan 1, 2021 Clustering Node Classification
Code Code Available BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Bangla Jan 1, 2021 Document Classification Language Modeling
Code Code Available Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning Dec 31, 2020 Adversarial Robustness Data Augmentation
Code Code Available Generating Natural Language Attacks in a Hard Label Black Box Setting Dec 29, 2020 Adversarial Text Semantic Similarity
Code Code Available HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection Dec 18, 2020 Hate Speech Detection Text Classification
Code Code Available Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals Dec 18, 2020 counterfactual General Classification
Code Code Available MASKER: Masked Keyword Regularization for Reliable Text Classification Dec 17, 2020 Classification Domain Generalization
Code Code Available Transformer Interpretability Beyond Attention Visualization Dec 17, 2020 Classification General Classification
Code Code Available Label Confusion Learning to Enhance Text Classification Models Dec 9, 2020 Classification General Classification
Code Code Available CogLTX: Applying BERT to Long Texts Dec 1, 2020 text-classification Text Classification
Code Code Available Two-Step Classification using Recasted Data for Low Resource Settings Dec 1, 2020 Classification Natural Language Inference
Code Code Available Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining Nov 17, 2020 General Classification Language Modelling
Code Code Available Multi-Task Sequence Prediction For Tunisian Arabizi Multi-Level Annotation Nov 10, 2020 POS POS Tagging
Code Code Available CharBERT: Character-aware Pre-trained Language Model Nov 3, 2020 Language Modeling Language Modelling
Code Code Available Be More with Less: Hypergraph Attention Networks for Inductive Text Classification Nov 1, 2020 Classification General Classification
Code Code Available KERMIT: Complementing Transformer Architectures with Encoders of Explicit Syntactic Interpretations Nov 1, 2020 Representation Learning Sentence
Code Code Available Seeing Both the Forest and the Trees: Multi-head Attention for Joint Classification on Different Compositional Levels Nov 1, 2020 Sentence text-classification
Code Code Available Optimizing Word Segmentation for Downstream Task Nov 1, 2020 Natural Language Inference Segmentation
Code Code Available Active Learning for BERT: An Empirical Study Nov 1, 2020 Active Learning Binary text classification
Code Code Available X-Class: Text Classification with Extremely Weak Supervision Oct 24, 2020 Classification Clustering
Code Code Available KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi Oct 23, 2020 Articles Benchmarking
Code Code Available Deep Learning Framework for Measuring the Digital Strategy of Companies from Earnings Calls Oct 23, 2020 Cloud Computing Clustering
Code Code Available Calibrated Language Model Fine-Tuning for In- and Out-of-Distribution Data Oct 22, 2020 Language Modeling Language Modelling
Code Code Available Cold-start Active Learning through Self-supervised Language Modeling Oct 19, 2020 Active Learning Classification
Code Code Available WNUT-2020 Task 2: Identification of Informative COVID-19 English Tweets Oct 16, 2020 Task 2 Text Classification
Code Code Available Semi-supervised NMF Models for Topic Modeling in Learning Tasks Oct 15, 2020 Classification General Classification
Code Code Available Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach Oct 15, 2020 Language Modeling Language Modelling
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