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 51–75 of 639 papers

TitleStatusHype
Exact Inference in High-order Structured Prediction—0
Backpropagation of Unrolled Solvers with Folded Optimization—0
Explaining Large Language Model-Based Neural Semantic Parsers (Student Abstract)—0
On the inconsistency of separable losses for structured prediction—0
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization—0
Connecting the Dots: Floorplan Reconstruction Using Two-Level QueriesCode2
Lifting Weak Supervision To Structured PredictionCode0
Vector-Valued Least-Squares Regression under Output Regularity Assumptions—0
Prompting Language Models for Linguistic Structure—0
A Graph Is More Than Its Nodes: Towards Structured Uncertainty-Aware Learning on GraphsCode0
Autoregressive Structured Prediction with Language ModelsCode1
Code4Struct: Code Generation for Few-Shot Event Structure PredictionCode1
Evidence > Intuition: Transferability Estimation for Encoder SelectionCode0
Grounded Video Situation Recognition—0
A Survey of Active Learning for Natural Language ProcessingCode0
Generalization Analysis on Learning with a Concurrent Verifier—0
Reducing Model Churn: Stable Re-training of Conversational AgentsCode0
Coalescing Global and Local Information for Procedural Text UnderstandingCode0
Effectiveness of Function Matching in Driving Scene Recognition—0
SHARP: Search-Based Adversarial Attack for Structured Prediction—0
An Embedding Framework for the Design and Analysis of Consistent Polyhedral Surrogates—0
Doubly Reparameterized Importance Weighted Structure Learning for Scene Graph Generation—0
Query-Adaptive Predictive Inference with Partial Labels—0
Sort by Structure: Language Model Ranking as Dependency Probing—0
DeepSPIN: Deep Structured Prediction for Natural Language Processing—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified