Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers Sep 10, 2021 text-classification Text Classification
Code Code Available Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph Sep 9, 2021 Cross-Lingual Transfer Graph Neural Network
Code Code Available Cartography Active Learning Sep 9, 2021 Active Learning text-classification
Code Code Available Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP Sep 8, 2021 text-classification Text Classification
Code Code Available Black-Box Attacks on Sequential Recommenders via Data-Free Model Extraction Sep 1, 2021 Data Poisoning Knowledge Distillation
Code Code Available Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification Sep 1, 2021 Bayesian Optimization Classification
Code Code Available AEDA: An Easier Data Augmentation Technique for Text Classification Aug 30, 2021 Classification Data Augmentation
Code Code Available Semantic-Preserving Adversarial Text Attacks Aug 23, 2021 Adversarial Text Semantic Similarity
Code Code Available Fastformer: Additive Attention Can Be All You Need Aug 20, 2021 All News Recommendation
Code Code Available Noisy Channel Language Model Prompting for Few-Shot Text Classification Aug 9, 2021 Attribute Classification
Code Code Available Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Aug 4, 2021 Classification Few-Shot Text Classification
Code Code Available BertGCN: Transductive Text Classification by Combining GNN and BERT Aug 1, 2021 Classification text-classification
Code Code Available SPEAR : Semi-supervised Data Programming in Python Aug 1, 2021 text-classification Text Classification
Code Code Available Hierarchy-aware Label Semantics Matching Network for Hierarchical Text Classification Aug 1, 2021 Classification text-classification
Code Code Available Concept-Based Label Embedding via Dynamic Routing for Hierarchical Text Classification Aug 1, 2021 text-classification Text Classification
Code Code Available Distinct Label Representations for Few-Shot Text Classification Aug 1, 2021 Classification Few-Shot Text Classification
Code Code Available Counterfactual Inference for Text Classification Debiasing Aug 1, 2021 Classification counterfactual
Code Code Available Don’t Miss the Labels: Label-semantic Augmented Meta-Learner for Few-Shot Text Classification Aug 1, 2021 Few-Shot Text Classification text-classification
Code Code Available Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text Classification Jul 26, 2021 Domain Adaptation Few-Shot Text Classification
Code Code Available Uncertainty-Aware Reliable Text Classification Jul 15, 2021 Classification Outlier Detection
Code Code Available Robust Learning for Text Classification with Multi-source Noise Simulation and Hard Example Mining Jul 15, 2021 Optical Character Recognition Optical Character Recognition (OCR)
Code Code Available Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers Jul 12, 2021 Active Learning Classification
Code Code Available MultiCite: Modeling realistic citations requires moving beyond the single-sentence single-label setting Jul 1, 2021 Sentence text-classification
Code Code Available ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information Jun 30, 2021 Language Modeling Language Modelling
Code Code Available SSMix: Saliency-Based Span Mixup for Text Classification Jun 15, 2021 Classification Data Augmentation
Code Code Available Consistency Regularization for Cross-Lingual Fine-Tuning Jun 15, 2021 Machine Translation Question Answering
Code Code Available Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China Jun 14, 2021 Multi Label Text Classification Multi-Label Text Classification
Code Code Available Evaluating Various Tokenizers for Arabic Text Classification Jun 14, 2021 Classification News Classification
Code Code Available FedNLP: An interpretable NLP System to Decode Federal Reserve Communications Jun 11, 2021 Sentiment Analysis Text Classification
Code Code Available Disfl-QA: A Benchmark Dataset for Understanding Disfluencies in Question Answering Jun 8, 2021 Data Augmentation Question Answering
Code Code Available Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task Learning Jun 6, 2021 Diversity Multi Label Text Classification
Code Code Available Syntax-augmented Multilingual BERT for Cross-lingual Transfer Jun 3, 2021 Cross-Lingual Transfer named-entity-recognition
Code Code Available More Identifiable yet Equally Performant Transformers for Text Classification Jun 2, 2021 Classification text-classification
Code Code Available VILA: Improving Structured Content Extraction from Scientific PDFs Using Visual Layout Groups Jun 1, 2021 Language Modeling Language Modelling
Code Code Available Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond Jun 1, 2021 Data Augmentation Entity Resolution
Code Code Available The Out-of-Distribution Problem in Explainability and Search Methods for Feature Importance Explanations Jun 1, 2021 counterfactual Feature Importance
Code Code Available Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers May 26, 2021 image-classification Image Classification
Code Code Available Joint Optimization of Tokenization and Downstream Model May 26, 2021 Machine Translation model
Code Code Available 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 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 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 FNet: Mixing Tokens with Fourier Transforms May 9, 2021 Linguistic Acceptability Machine Translation
Code Code Available DocSCAN: Unsupervised Text Classification via Learning from Neighbors May 9, 2021 Classification Clustering
Code Code Available 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 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 Seed Word Selection for Weakly-Supervised Text Classification with Unsupervised Error Estimation Apr 20, 2021 Binary Classification General Classification
Code Code Available skweak: Weak Supervision Made Easy for NLP Apr 19, 2021 NER Sentiment Analysis
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