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

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Showing 51–100 of 639 papers

TitleStatusHype
RxnScribe: A Sequence Generation Model for Reaction Diagram ParsingCode1
Neural Structured Prediction for Inductive Node ClassificationCode1
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsCode1
Towards Consistent Document-level Entity Linking: Joint Models for Entity Linking and Coreference ResolutionCode1
Joint Event Extraction via Recurrent Neural NetworksCode0
A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on GraphsCode0
Joint Stochastic Approximation and Its Application to Learning Discrete Latent Variable ModelsCode0
A Probabilistic Generative Grammar for Semantic ParsingCode0
Input Convex Neural NetworksCode0
Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific AbstractsCode0
Label-Agnostic Sequence Labeling by Copying Nearest NeighborsCode0
A Smoother Way to Train Structured Prediction ModelsCode0
Generative Code Modeling with GraphsCode0
Free as in Free Word Order: An Energy Based Model for Word Segmentation and Morphological Tagging in SanskritCode0
Graph Structured Prediction Energy NetworksCode0
A PAC-Bayesian Perspective on Structured Prediction with Implicit Loss EmbeddingsCode0
Abstract Meaning Representation Parsing using LSTM Recurrent Neural NetworksCode0
Frank-Wolfe Algorithms for Saddle Point ProblemsCode0
Graph-to-Graph Transformer for Transition-based Dependency ParsingCode0
Feature Space Optimization for Semantic Video SegmentationCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Feedforward semantic segmentation with zoom-out featuresCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
Flow-based Spatio-Temporal Structured Prediction of Motion DynamicsCode0
Lazy-k: Decoding for Constrained Token ClassificationCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
A Fast and Scalable Joint Estimator for Integrating Additional Knowledge in Learning Multiple Related Sparse Gaussian Graphical ModelsCode0
Estimation from Indirect Supervision with Linear MomentsCode0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Benchmarking Approximate Inference Methods for Neural Structured PredictionCode0
Distilling Knowledge for Search-based Structured PredictionCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Bayesian Structured Prediction Using Gaussian ProcessesCode0
Adversarial Structure Matching for Structured Prediction TasksCode0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Bandit Structured Prediction for Neural Sequence-to-Sequence LearningCode0
An Empirical Investigation of Beam-Aware Training in SupertaggingCode0
Diverse Probabilistic Trajectory Forecasting with Admissibility ConstraintsCode0
Deep Structured Prediction with Nonlinear Output TransformationsCode0
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise LabelingCode0
Efficient Sub-structured Knowledge DistillationCode0
Automatic Pavement Crack Detection Based on Structured Prediction with the Convolutional Neural NetworkCode0
An Empirical Exploration of Local Ordering Pre-training for Structured PredictionCode0
Automatic measurement of vowel duration via structured predictionCode0
Deep Sketched Output Kernel Regression for Structured PredictionCode0
Deep Structured Energy-Based Image InpaintingCode0
Beyond Data Samples: Aligning Differential Networks Estimation with Scientific KnowledgeCode0
Active Learning amidst Logical KnowledgeCode0
Evidence > Intuition: Transferability Estimation for Encoder SelectionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified