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
Leveraging Low-Rank Relations Between Surrogate Tasks in Structured Prediction—0
Linear-memory and Decomposition-invariant Linearly Convergent Conditional Gradient Algorithm for Structured Polytopes—0
Linguistic Structured Sparsity in Text Categorization—0
Lisbon: Evaluating TurboSemanticParser on Multiple Languages and Out-of-Domain Data—0
Localized Structured Prediction—0
Locally Non-Linear Learning for Statistical Machine Translation via Discretization and Structured Regularization—0
Local Perturb-and-MAP for Structured Prediction—0
LSTM CCG Parsing—0
Machine Learning for Metrical Analysis of English Poetry—0
Manhattan Junction Catalogue for Spatial Reasoning of Indoor Scenes—0
Manifold Structured Prediction—0
Marginal Structured SVM with Hidden Variables—0
Margin-based Decomposed Amortized Inference—0
Mastering Sketching: Adversarial Augmentation for Structured Prediction—0
Maximum Margin Multi-Label Structured Prediction—0
On the Consistency of Max-Margin Losses—0
Measuring and Reducing Model Update Regression in Structured Prediction for NLP—0
Meta-Learning for Few-Shot Named Entity Recognition—0
Metric Learning for Temporal Sequence Alignment—0
Minding the Gaps for Block Frank-Wolfe Optimization of Structured SVMs—0
Minimum-Risk Training of Approximate CRF-Based NLP Systems—0
Modeling Dynamic Relationships Between Characters in Literary Novels—0
Modified Gauss-Newton Algorithms under Noise—0
Multi-agent query reformulation: Challenges and the role of diversity—0
Multi-domain Multilingual Sentiment Analysis in Industry: Predicting Aspect-based Opinion Quadruples—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified