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 426–450 of 639 papers

TitleStatusHype
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