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 1–50 of 639 papers

TitleStatusHype
Torch-Struct: Deep Structured Prediction LibraryCode2
Torch-Struct: Deep Structured Prediction LibraryCode2
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP ModelsCode2
An Expression Tree Decoding Strategy for Mathematical Equation GenerationCode2
Connecting the Dots: Floorplan Reconstruction Using Two-Level QueriesCode2
Structured Output Learning with Conditional Generative FlowsCode1
SpEL: Structured Prediction for Entity LinkingCode1
Thinking Fast and Slow with Deep Learning and Tree SearchCode1
Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level ConstraintsCode1
Learning Approximate Inference Networks for Structured PredictionCode1
RxnScribe: A Sequence Generation Model for Reaction Diagram ParsingCode1
SPEECH: Structured Prediction with Energy-Based Event-Centric HyperspheresCode1
StructPool: Structured Graph Pooling via Conditional Random FieldsCode1
Structured Prediction with Partial Labelling through the Infimum LossCode1
Modeling Label Space Interactions in Multi-label Classification using Box EmbeddingsCode1
FastDOG: Fast Discrete Optimization on GPUCode1
Estimating Gradients for Discrete Random Variables by Sampling without ReplacementCode1
Group-Wise Learning for Weakly Supervised Semantic SegmentationCode1
Learning to Repair: Repairing model output errors after deployment using a dynamic memory of feedbackCode1
Interscript: A dataset for interactive learning of scripts through error feedbackCode1
Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal LearningCode1
Meaning Typed Prompting: A Technique for Efficient, Reliable Structured Output GenerationCode1
Neural Structured Prediction for Inductive Node ClassificationCode1
On Long-Tailed Phenomena in Neural Machine TranslationCode1
EncT5: A Framework for Fine-tuning T5 as Non-autoregressive ModelsCode1
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale TasksCode1
Code4Struct: Code Generation for Few-Shot Event Structure PredictionCode1
Structured Multi-task Learning for Molecular Property PredictionCode1
CrossBeam: Learning to Search in Bottom-Up Program SynthesisCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online LearningCode1
Deep Structured Prediction for Facial Landmark DetectionCode1
DOGE-Train: Discrete Optimization on GPU with End-to-end TrainingCode1
Assignment-Space-Based Multi-Object Tracking and SegmentationCode1
Adversarial Attack and Defense of Structured Prediction ModelsCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
Fast and Accurate Entity Recognition with Iterated Dilated ConvolutionsCode1
Autoregressive Structured Prediction with Language ModelsCode1
Improving Pretrained Cross-Lingual Language Models via Self-Labeled Word AlignmentCode1
Instance-Based Learning of Span Representations: A Case Study through Named Entity RecognitionCode1
Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement LearningCode1
Active Imitation Learning with Noisy GuidanceCode1
Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer NetworksCode1
Learning with Differentiable Perturbed OptimizersCode1
LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured PredictionCode1
Energy-Based Learning for Scene Graph GenerationCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsCode1
Group-Wise Semantic Mining for Weakly Supervised Semantic SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified