Supervised Learning

Firebolt: Weak Supervision Under Weaker Assumptions AISTATS 2022 Frustratingly Easy System Combination for Grammatical Error Correction NAACL 2022 Hierarchical Lattice Layer for Partially Monotone Neural Networks NeurIPS 2022 If Influence Functions are the Answer, Then What is the Question? NeurIPS 2022 Instance-Dependent Label-Noise Learning With Manifold-Regularized Transition Matrix Estimation CVPR 2022 Jam or Cream First? Modeling Ambiguity in Neural Machine Translation with SCONES NAACL 2022 Label differential privacy via clustering AISTATS 2022 Label Smoothing for Text Mining COLING 2022 Learning the Physics of Particle Transport via Transformers AAAI 2022 Learning with Rejection for Abstractive Text Summarization EMNLP 2022 Linguistically Motivated Features for Classifying Shorter Text into Fiction and Non-Fiction Genre COLING 2022 “Mama Always Had a Way of Explaining Things So I Could Understand”: A Dialogue Corpus for Learning to Construct Explanations COLING 2022 MaxMatch-Dropout: Subword Regularization for WordPiece COLING 2022 Method Entity Extraction from Biomedical Texts COLING 2022 Model Averaging Is Asymptotically Better Than Model Selection For Prediction JMLR 2022 MultiCoNER: A Large-scale Multilingual Dataset for Complex Named Entity Recognition COLING 2022 Multiple Enhancements to LSTM for Learning Emotion-Salient Features in Speech Emotion Recognition Interspeech 2022 MultiSpanQA: A Dataset for Multi-Span Question Answering NAACL 2022 NERDz: A Preliminary Dataset of Named Entities for Algerian AACL 2022 Noise Learning for Text Classification: A Benchmark COLING 2022 Noise-Robust Learning from Multiple Unsupervised Sources of Inferred Labels AAAI 2022 On Batch Teaching with Sample Complexity Bounded by VCD NeurIPS 2022 On Learning and Refutation in Noninteractive Local Differential Privacy NeurIPS 2022 On Systematic Style Differences between Unsupervised and Supervised MT and an Application for High-Resource Machine Translation NAACL 2022 PAC Learning of Quantum Measurement Classes : Sample Complexity Bounds and Universal Consistency AISTATS 2022