Counterfactual Invariance to Spurious Correlations: Why and How to Pass Stress Tests May 31, 2021 Causal Inference counterfactual
— Unverified Not Far Away, Not So Close: Sample Efficient Nearest Neighbour Data Augmentation via MiniMax May 28, 2021 Data Augmentation Knowledge Distillation
Code Code Available An Explainable Probabilistic Classifier for Categorical Data Inspired to Quantum Physics May 26, 2021 BIG-bench Machine Learning text-classification
Code Code Available Joint Optimization of Tokenization and Downstream Model May 26, 2021 Machine Translation model
Code Code Available Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers May 26, 2021 image-classification Image Classification
Code Code Available NukeLM: Pre-Trained and Fine-Tuned Language Models for the Nuclear and Energy Domains May 25, 2021 Articles Language Modelling
— Unverified Cross-lingual Text Classification with Heterogeneous Graph Neural Network May 24, 2021 Classification Graph Neural Network
Code Code Available PTR: Prompt Tuning with Rules for Text Classification May 24, 2021 Classification Natural Language Inference
Code Code Available Assessing perceived organizational leadership styles through twitter text mining May 24, 2021 text-classification Text Classification
— Unverified Killing One Bird with Two Stones: Model Extraction and Attribute Inference Attacks against BERT-based APIs May 23, 2021 Attribute Inference Attack
— Unverified Counterfactual Invariance to Spurious Correlations in Text Classification May 21, 2021 Causal Inference Classification
— Unverified KLUE: Korean Language Understanding Evaluation May 20, 2021 Dependency Parsing Dialogue State Tracking
Code Code Available Relative Positional Encoding for Transformers with Linear Complexity May 18, 2021 Gaussian Processes Image Classification
Code Code Available DRILL: Dynamic Representations for Imbalanced Lifelong Learning May 18, 2021 Continual Learning Lifelong learning
Code Code Available Self-interpretable Convolutional Neural Networks for Text Classification May 18, 2021 Classification text-classification
— Unverified BdLAN:BERTdoc Label Attention Networks for Multi-label text classification May 16, 2021 Classification Information Retrieval
— Unverified Privacy-Preserving Graph Convolutional Networks for Text Classification May 16, 2021 Classification Privacy Preserving
— Unverified Out-of-Manifold Regularization in Contextual Embedding Space for Text Classification May 14, 2021 Data Augmentation text-classification
Code Code Available BertGCN: Transductive Text Classification by Combining GCN and BERT May 12, 2021 Classification text-classification
Code Code Available Supporting Land Reuse of Former Open Pit Mining Sites using Text Classification and Active Learning May 12, 2021 Active Learning Optical Character Recognition
— Unverified DocSCAN: Unsupervised Text Classification via Learning from Neighbors May 9, 2021 Classification Clustering
Code Code Available FNet: Mixing Tokens with Fourier Transforms May 9, 2021 Linguistic Acceptability Machine Translation
Code Code Available XeroAlign: Zero-Shot Cross-lingual Transformer Alignment May 6, 2021 Multilingual NLP Natural Language Understanding
Code Code Available The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification May 6, 2021 Classification Fairness
— Unverified Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification May 6, 2021 text-classification Text Classification
Code Code Available Goldilocks: Just-Right Tuning of BERT for Technology-Assisted Review May 3, 2021 Active Learning Language Modeling
— Unverified Towards Bengali Word Embedding: Corpus Creation, Intrinsic and Extrinsic Evaluations May 1, 2021 Document Classification Information Retrieval
— Unverified Recognition and Processing of NATOM Apr 29, 2021 Classification General Classification
— Unverified Multi-class Text Classification using BERT-based Active Learning Apr 27, 2021 Active Learning Classification
— Unverified Semantic Analysis for Automated Evaluation of the Potential Impact of Research Articles Apr 26, 2021 Articles Citation Prediction
— Unverified PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation Apr 26, 2021 Cloze (multi-choices) (Few-Shot) Cloze (multi-choices) (One-Shot)
Code Code Available Continual Distributed Learning for Crisis Management Apr 26, 2021 Continual Learning Disaster Response
— Unverified Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System Apr 24, 2021 Classification Few-Shot Text Classification
Code Code Available Automated News Summarization Using Transformers Apr 23, 2021 Abstractive Text Summarization Articles
— Unverified Towards Trustworthy Deception Detection: Benchmarking Model Robustness across Domains, Modalities, and Languages Apr 23, 2021 Benchmarking Deception Detection
— Unverified On a Utilitarian Approach to Privacy Preserving Text Generation Apr 23, 2021 Privacy Preserving text-classification
— Unverified APRF-Net: Attentive Pseudo-Relevance Feedback Network for Query Categorization Apr 23, 2021 text-classification Text Classification
— Unverified On Geodesic Distances and Contextual Embedding Compression for Text Classification Apr 22, 2021 Classification Dimensionality Reduction
Code Code Available Sensitivity as a Complexity Measure for Sequence Classification Tasks Apr 21, 2021 Classification General Classification
Code Code Available Seed Word Selection for Weakly-Supervised Text Classification with Unsupervised Error Estimation Apr 20, 2021 Binary Classification General Classification
Code Code Available RoFormer: Enhanced Transformer with Rotary Position Embedding Apr 20, 2021 Position Semantic Text Matching
Code Code Available skweak: Weak Supervision Made Easy for NLP Apr 19, 2021 NER Sentiment Analysis
Code Code Available Neural Language Models with Distant Supervision to Identify Major Depressive Disorder from Clinical Notes Apr 19, 2021 BIG-bench Machine Learning EEG
— Unverified TeamUNCC@LT-EDI-EACL2021: Hope Speech Detection using Transfer Learning with Transformers Apr 19, 2021 Diversity Hope Speech Detection
Code Code Available On the Sensitivity and Stability of Model Interpretations in NLP Apr 18, 2021 Adversarial Robustness Dependency Parsing
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 Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Apr 18, 2021 Sensitivity text-classification
Code Code Available Making Attention Mechanisms More Robust and Interpretable with Virtual Adversarial Training Apr 18, 2021 Semi-Supervised Text Classification text-classification
— Unverified FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks Apr 18, 2021 Benchmarking Federated Learning
Code Code Available R&R: Metric-guided Adversarial Sentence Generation Apr 17, 2021 Adversarial Attack General Classification
Code Code Available 