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

Showing 125 of 639 papers

TitleStatusHype
Torch-Struct: Deep Structured Prediction LibraryCode2
Torch-Struct: Deep Structured Prediction LibraryCode2
Connecting the Dots: Floorplan Reconstruction Using Two-Level QueriesCode2
The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP ModelsCode2
An Expression Tree Decoding Strategy for Mathematical Equation GenerationCode2
Improving Pretrained Cross-Lingual Language Models via Self-Labeled Word AlignmentCode1
FastDOG: Fast Discrete Optimization on GPUCode1
Learning to Repair: Repairing model output errors after deployment using a dynamic memory of feedbackCode1
EncT5: A Framework for Fine-tuning T5 as Non-autoregressive ModelsCode1
Deep Structured Prediction for Facial Landmark DetectionCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
Fast and Accurate Entity Recognition with Iterated Dilated ConvolutionsCode1
Group-Wise Learning for Weakly Supervised Semantic SegmentationCode1
Group-Wise Semantic Mining for Weakly Supervised Semantic SegmentationCode1
Energy-Based Learning for Scene Graph GenerationCode1
Adversarial Attack and Defense of Structured Prediction ModelsCode1
Bottom-Up Constituency Parsing and Nested Named Entity Recognition with Pointer NetworksCode1
Autoregressive Structured Prediction with Language ModelsCode1
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online LearningCode1
Assignment-Space-Based Multi-Object Tracking and SegmentationCode1
Active Imitation Learning with Noisy GuidanceCode1
DOGE-Train: Discrete Optimization on GPU with End-to-end TrainingCode1
A Frustratingly Easy Approach for Entity and Relation ExtractionCode1
Automated Concatenation of Embeddings for Structured PredictionCode1
Code4Struct: Code Generation for Few-Shot Event Structure PredictionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8Unverified