SOTAVerified

Structured Prediction

Structured Prediction is an area of machine learning focusing on representations of spaces with combinatorial structure, and algorithms for inference and parameter estimation over these structures. Core methods include both tractable exact approaches like dynamic programming and spanning tree algorithms as well as heuristic techniques such as linear programming relaxations and greedy search.

Source: Torch-Struct: Deep Structured Prediction Library

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 401–450 of 639 papers

TitleStatusHype
Structure Regularization for Structured Prediction—0
Structure Regularization for Structured Prediction: Theories and Experiments—0
Submodular meets Structured: Finding Diverse Subsets in Exponentially-Large Structured Item Sets—0
Fast rates in structured prediction—0
Syntactic Processing Using Global Discriminative Learning and Beam-Search Decoding—0
Syntactic Structure Distillation Pretraining For Bidirectional Encoders—0
Syntax Aware LSTM model for Semantic Role Labeling—0
Tagging The Web: Building A Robust Web Tagger with Neural Network—0
Techniques for Learning Binary Stochastic Feedforward Neural Networks—0
Tell Me What You See and I will Show You Where It Is—0
Temporal Action Localization by Structured Maximal Sums—0
Tensor Composition Net for Visual Relationship Prediction—0
Text2Math: End-to-end Parsing Text into Math Expressions—0
Text-based Speaker Identification on Multiparty Dialogues Using Multi-document Convolutional Neural Networks—0
Text Simplification as Tree Labeling—0
The Effect of Higher-Order Dependency Features in Discriminative Phrase-Structure Parsing—0
The Logic of AMR: Practical, Unified, Graph-Based Sentence Semantics for NLP—0
The Microsoft Toolkit of Multi-Task Deep Neural Networks for Natural Language Understanding—0
The Structured Weighted Violations Perceptron Algorithm—0
The Sum-Product Theorem: A Foundation for Learning Tractable Models—0
Thread-Level Information for Comment Classification in Community Question Answering—0
Three-Dimensional Object Detection and Layout Prediction Using Clouds of Oriented Gradients—0
Tighter Bounds for Structured Estimation—0
Tight Error Bounds for Structured Prediction—0
Toward Socially-Infused Information Extraction: Embedding Authors, Mentions, and Entities—0
Towards Sharper Generalization Bounds for Structured Prediction—0
Towards Structured Prediction in Bioinformatics with Deep Learning—0
Trading off Consistency and Dimensionality of Convex Surrogates for the Mode—0
Train and Test Tightness of LP Relaxations in Structured Prediction—0
Training Multimedia Event Extraction With Generated Images and Captions—0
Training Structured Prediction Energy Networks with Indirect Supervision—0
Transferring Coreference Resolvers with Posterior Regularization—0
Transforming Sequence Tagging Into A Seq2Seq Task—0
Twin gaussian processes for structured prediction—0
Type-aware Convolutional Neural Networks for Slot Filling—0
Uncertainty Estimation in Autoregressive Structured Prediction—0
Undirected Machine Translation with Discriminative Reinforcement Learning—0
Unifying Lower Bounds on Prediction Dimension of Consistent Convex Surrogates—0
Unsupervised Cross-Lingual Representation Learning—0
Unsupervised Learning on an Approximate Corpus—0
Using Context to Predict the Purpose of Argumentative Writing Revisions—0
Using word embedding for bio-event extraction—0
Utilizing Dependency Language Models for Graph-based Dependency Parsing Models—0
Vector-Valued Least-Squares Regression under Output Regularity Assumptions—0
Vine Pruning for Efficient Multi-Pass Dependency Parsing—0
Volume Optimality in Conformal Prediction with Structured Prediction Sets—0
Weakly-Supervised Semantic Segmentation of Circular-Scan, Synthetic-Aperture-Sonar Imagery—0
Weighting Finite-State Transductions With Neural Context—0
Word Reordering for Zero-shot Cross-lingual Structured Prediction—0
Polynomial-Time Exact MAP Inference on Discrete Models with Global Dependencies—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified