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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 639 papers

TitleStatusHype
An Expression Tree Decoding Strategy for Mathematical Equation GenerationCode2
Connecting the Dots: Floorplan Reconstruction Using Two-Level QueriesCode2
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP ModelsCode2
Torch-Struct: Deep Structured Prediction LibraryCode2
Torch-Struct: Deep Structured Prediction LibraryCode2
Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal LearningCode1
Meaning Typed Prompting: A Technique for Efficient, Reliable Structured Output GenerationCode1
SpEL: Structured Prediction for Entity LinkingCode1
SPEECH: Structured Prediction with Energy-Based Event-Centric HyperspheresCode1
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple PredictionCode1
RxnScribe: A Sequence Generation Model for Reaction Diagram ParsingCode1
Autoregressive Structured Prediction with Language ModelsCode1
Code4Struct: Code Generation for Few-Shot Event Structure PredictionCode1
DOGE-Train: Discrete Optimization on GPU with End-to-end TrainingCode1
Neural Structured Prediction for Inductive Node ClassificationCode1
CrossBeam: Learning to Search in Bottom-Up Program SynthesisCode1
Structured Multi-task Learning for Molecular Property PredictionCode1
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsCode1
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
Group-Wise Learning for Weakly Supervised Semantic SegmentationCode1
FastDOG: Fast Discrete Optimization on GPUCode1
EncT5: A Framework for Fine-tuning T5 as Non-autoregressive ModelsCode1
Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer NetworksCode1
Modeling Label Space Interactions in Multi-label Classification using Box EmbeddingsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified