Resolving label uncertainty with implicit posterior models Feb 28, 2022 Common Sense Reasoning Segmentation
Code Code Available Interpreting Language Models with Contrastive Explanations Feb 21, 2022 Language Modeling Language Modelling
Code Code Available ZeroGen: Efficient Zero-shot Learning via Dataset Generation Feb 16, 2022 Data-free Knowledge Distillation Dataset Generation
Code Code Available MuLD: The Multitask Long Document Benchmark Feb 15, 2022 Question Answering Style change detection
Code Code Available Random Laplacian Features for Learning with Hyperbolic Space Feb 14, 2022 Graph Learning Node Classification
Code Code Available Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text Classification Feb 11, 2022 Contrastive Learning Multi Label Text Classification
Code Code Available Cyclical Curriculum Learning Feb 11, 2022 text-classification Text Classification
Code Code Available Predicting Out-of-Distribution Error with the Projection Norm Feb 11, 2022 Pseudo Label text-classification
Code Code Available Nonparametric Uncertainty Quantification for Single Deterministic Neural Network Feb 7, 2022 text-classification Text Classification
Code Code Available Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation Jan 21, 2022 Classification Contrastive Learning
Code Code Available Black-box Prompt Learning for Pre-trained Language Models Jan 21, 2022 Prompt Learning text-classification
Code Code Available RuMedBench: A Russian Medical Language Understanding Benchmark Jan 17, 2022 Medical Diagnosis named-entity-recognition
Code Code Available Eliciting Knowledge from Pretrained Language Models for Prototypical Prompt Verbalizer Jan 14, 2022 Classification Contrastive Learning
Code Code Available Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study Dec 30, 2021 Attribute Benchmarking
Code Code Available Transformer Uncertainty Estimation with Hierarchical Stochastic Attention Dec 27, 2021 Medical Diagnosis text-classification
Code Code Available Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction Dec 20, 2021 Classification text-classification
Code Code Available AcTune: Uncertainty-aware Active Self-Training for Semi-Supervised Active Learning with Pretrained Language Models Dec 16, 2021 Active Learning Language Modeling
Code Code Available UNIREX: A Unified Learning Framework for Language Model Rationale Extraction Dec 16, 2021 Language Modeling Language Modelling
Code Code Available Text Classification Models for Form Entity Linking Dec 14, 2021 Classification Diversity
Code Code Available ContrXT: Generating Contrastive Explanations from any Text Classifier Dec 11, 2021 Decision Making Explainable artificial intelligence
Code Code Available KNAS: Green Neural Architecture Search Nov 26, 2021 image-classification Image Classification
Code Code Available MarkBERT: Marking Word Boundaries Improves Chinese BERT Nov 16, 2021 Chinese Named Entity Recognition named-entity-recognition
Code Code Available MotifClass: Weakly Supervised Text Classification with Higher-order Metadata Information Nov 7, 2021 text-classification Text Classification
Code Code Available Co-attention network with label embedding for text classification Nov 4, 2021 Classification Multi-class Classification
Code Code Available TransPrompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification Nov 1, 2021 Few-Shot Learning Few-Shot Text Classification
Code Code Available Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages Nov 1, 2021 Language Modeling Language Modelling
Code Code Available WHOSe Heritage: Classification of UNESCO World Heritage Statements of "Outstanding Universal Value” with Soft Labels Nov 1, 2021 Management Text Classification
Code Code Available FinEAS: Financial Embedding Analysis of Sentiment Oct 31, 2021 Sentence Sentence Embeddings
Code Code Available Hierarchical Heterogeneous Graph Representation Learning for Short Text Classification Oct 30, 2021 Classification Graph Neural Network
Code Code Available Diversity Enhanced Active Learning with Strictly Proper Scoring Rules Oct 27, 2021 Active Learning Diversity
Code Code Available ClimateBert: A Pretrained Language Model for Climate-Related Text Oct 22, 2021 Articles Fact Checking
Code Code Available Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER Oct 16, 2021 Domain Adaptation Few-Shot Text Classification
Code Code Available Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models Oct 16, 2021 Classification Domain Generalization
Code Code Available Meta-learning via Language Model In-context Tuning Oct 15, 2021 In-Context Learning Inductive Bias
Code Code Available ReGVD: Revisiting Graph Neural Networks for Vulnerability Detection Oct 14, 2021 Graph Embedding Graph Neural Network
Code Code Available Automated Essay Scoring Using Transformer Models Oct 13, 2021 Automated Essay Scoring BIG-bench Machine Learning
Code Code Available Towards a Unified View of Parameter-Efficient Transfer Learning Oct 8, 2021 Machine Translation parameter-efficient fine-tuning
Code Code Available KNN-BERT: Fine-Tuning Pre-Trained Models with KNN Classifier Oct 6, 2021 Contrastive Learning text-classification
Code Code Available Weakly-supervised Text Classification Based on Keyword Graph Oct 6, 2021 Classification text-classification
Code Code Available MoEfication: Transformer Feed-forward Layers are Mixtures of Experts Oct 5, 2021 Machine Reading Comprehension Reading Comprehension
Code Code Available Emoji Prediction from Twitter Data using Deep Learning Approach Oct 4, 2021 Deep Learning Multi-class Classification
Code Code Available Semi-Supervised Text Classification via Self-Pretraining Sep 30, 2021 Pseudo Label Semi-Supervised Text Classification
Code Code Available RAFT: A Real-World Few-Shot Text Classification Benchmark Sep 28, 2021 Classification Few-Shot Learning
Code Code Available Pushing on Text Readability Assessment: A Transformer Meets Handcrafted Linguistic Features Sep 25, 2021 Text Classification
Code Code Available Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering Sep 13, 2021 Federated Learning Model Poisoning
Code Code Available FLiText: A Faster and Lighter Semi-Supervised Text Classification with Convolution Networks Sep 12, 2021 Semi-Supervised Text Classification Text Classification
Code Code Available Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification Sep 12, 2021 All Classification
Code Code Available Knowledge-Aware Meta-learning for Low-Resource Text Classification Sep 10, 2021 Classification Meta-Learning
Code Code Available A Strong Baseline for Query Efficient Attacks in a Black Box Setting Sep 10, 2021 text-classification Text Classification
Code Code Available Balancing Methods for Multi-label Text Classification with Long-Tailed Class Distribution Sep 10, 2021 Document Classification Multi-Label Text Classification
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