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 226–250 of 639 papers

TitleStatusHype
Frame Semantics across Languages: Towards a Multilingual FrameNet—0
Cocktail Party Processing via Structured Prediction—0
A Primal-Dual Message-Passing Algorithm for Approximated Large Scale Structured Prediction—0
Deep Learning in Lexical Analysis and Parsing—0
FusionSeg: Learning to Combine Motion and Appearance for Fully Automatic Segmentation of Generic Objects in Videos—0
A Study of Imitation Learning Methods for Semantic Role Labeling—0
Generalization Analysis on Learning with a Concurrent Verifier—0
Combining Active Learning and Partial Annotation for Domain Adaptation of a Japanese Dependency Parser—0
Generic Oracles for Structured Prediction—0
GeoF: Geodesic Forests for Learning Coupled Predictors—0
Geometric Matrix Completion with Deep Conditional Random Fields—0
Global Model for Hierarchical Multi-Label Text Classification—0
Gradient-based Inference for Networks with Output Constraints—0
Graph-Based Lexicon Expansion with Sparsity-Inducing Penalties—0
Graph-Based Posterior Regularization for Semi-Supervised Structured Prediction—0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation—0
A Rate Distortion Approach for Semi-Supervised Conditional Random Fields—0
Deep imitation learning for molecular inverse problems—0
Grounded Video Situation Recognition—0
A Structured Prediction Approach for Missing Value Imputation—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Hands-on Learning to Search for Structured Prediction—0
HCCL at SemEval-2018 Task 8: An End-to-End System for Sequence Labeling from Cybersecurity Reports—0
HC-Search for Structured Prediction in Computer Vision—0
IllinoisSL: A JAVA Library for Structured Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified