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 351–375 of 639 papers

TitleStatusHype
SegMix: A Simple Structure-Aware Data Augmentation Method—0
Semantic Loss Functions for Neuro-Symbolic Structured Prediction—0
Semantics as a Foreign Language—0
Semidefinite and Spectral Relaxations for Multi-Label Classification—0
Semi-supervised learning of local structured output predictors—0
Semi-supervised Learning with the EM Algorithm: A Comparative Study between Unstructured and Structured Prediction—0
Semi-supervised structured output prediction by local linear regression and sub-gradient descent—0
Sentence Compression with Joint Structural Inference—0
Senti-LSSVM: Sentiment-Oriented Multi-Relation Extraction with Latent Structural SVM—0
Sequence-based Structured Prediction for Semantic Parsing—0
Sequence Classification with Neural Conditional Random Fields—0
Sequence Segmentation Using Joint RNN and Structured Prediction Models—0
Set-to-Sequence Methods in Machine Learning: a Review—0
SHARP: Search-Based Adversarial Attack for Structured Prediction—0
SHEF-MIME: Word-level Quality Estimation Using Imitation Learning—0
Sidestepping Intractable Inference with Structured Ensemble Cascades—0
Sigma Flows for Image and Data Labeling and Learning Structured Prediction—0
Simultaneous Twin Kernel Learning using Polynomial Transformations for Structured Prediction—0
Quantum Algorithms for Structured Prediction—0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML—0
Sort by Structure: Language Model Ranking as Dependency Probing—0
Sparse Stochastic Zeroth-Order Optimization with an Application to Bandit Structured Prediction—0
SPARSE: Structured Prediction using Argument-Relative Structured Encoding—0
Spatial Language Understanding with Multimodal Graphs using Declarative Learning based Programming—0
SpeedMachines: Anytime Structured Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified