Structured Prediction

ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentences ACL 2021 A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference NeurIPS 2021 A New Representation for Span-based CCG Parsing EMNLP 2021 Argumentation Frameworks with Strong and Weak Constraints: Semantics and Complexity AAAI 2021 A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition ACL 2021 Comparing learnability of two dependency schemes: ‘semantic’ (UD) and ‘syntactic’ (SUD) EMNLP 2021 Differentiable Inductive Logic Programming for Structured Examples AAAI 2021 Fast Rates for Structured Prediction COLT 2021 Learning Maximum Margin Markov Networks from examples with missing labels ACML 2021 Learning with Algorithmic Supervision via Continuous Relaxations NeurIPS 2021 Rationales for Sequential Predictions EMNLP 2021 Semi-Supervised Node Classification on Graphs: Markov Random Fields vs. Graph Neural Networks AAAI 2021 Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFs NeurIPS 2021 Structural Knowledge Distillation: Tractably Distilling Information for Structured Predictor ACL 2021 The Early Modern Dutch Mediascape. Detecting Media Mentions in Chronicles Using Word Embeddings and CRF EMNLP 2021 Adversarial Localized Energy Network for Structured Prediction AAAI 2020 An Empirical Investigation of Beam-Aware Training in Supertagging EMNLP 2020 An Investigation of Potential Function Designs for Neural CRF EMNLP 2020 A Novel Approach for Constrained Optimization in Graphical Models NeurIPS 2020 Aspect Sentiment Classification with Aspect-Specific Opinion Spans EMNLP 2020 CopyNext: Explicit Span Copying and Alignment in Sequence to Sequence Models EMNLP 2020 Energy-based Neural Modelling for Large-Scale Multiple Domain Dialogue State Tracking EMNLP 2020 Enhanced Universal Dependency Parsing with Second-Order Inference and Mixture of Training Data ACL 2020 Fairness constraints can help exact inference in structured prediction NeurIPS 2020 Graph-to-Graph Transformer for Transition-based Dependency Parsing EMNLP 2020