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 51–75 of 639 papers

TitleStatusHype
DOGE-Train: Discrete Optimization on GPU with End-to-end TrainingCode1
EncT5: A Framework for Fine-tuning T5 as Non-autoregressive ModelsCode1
Interscript: A dataset for interactive learning of scripts through error feedbackCode1
Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer NetworksCode1
A Smoother Way to Train Structured Prediction ModelsCode0
A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on GraphsCode0
Extracting Multiple-Relations in One-Pass with Pre-Trained TransformersCode0
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFsCode0
A Probabilistic Generative Grammar for Semantic ParsingCode0
Evidence > Intuition: Transferability Estimation for Encoder SelectionCode0
Estimation from Indirect Supervision with Linear MomentsCode0
Experiment Segmentation in Scientific Discourse as Clause-level Structured Prediction using Recurrent Neural NetworksCode0
Feasible Annotation Scheme for Capturing Policy Argument Reasoning using Argument TemplatesCode0
Efficient Structured Inference for Transition-Based Parsing with Neural Networks and Error StatesCode0
Dr.VOT : Measuring Positive and Negative Voice Onset Time in the WildCode0
Efficient Sub-structured Knowledge DistillationCode0
A PAC-Bayesian Perspective on Structured Prediction with Implicit Loss EmbeddingsCode0
Abstract Meaning Representation Parsing using LSTM Recurrent Neural NetworksCode0
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise LabelingCode0
Active Learning amidst Logical KnowledgeCode0
Distilling Knowledge for Search-based Structured PredictionCode0
Dense and Low-Rank Gaussian CRFs Using Deep EmbeddingsCode0
Diverse Probabilistic Trajectory Forecasting with Admissibility ConstraintsCode0
End-to-End Instance Segmentation with Recurrent AttentionCode0
Feature Space Optimization for Semantic Video SegmentationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified