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 101–150 of 639 papers

TitleStatusHype
On the inconsistency of separable losses for structured prediction—0
Reliable Multimodal Trajectory Prediction via Error Aligned Uncertainty Optimization—0
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
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
Importance Weighted Structure Learning for Scene Graph Generation—0
Learning Constrained Structured Spaces with Application to Multi-Graph MatchingCode0
Learning with Limited Text Data—0
Transforming Sequence Tagging Into A Seq2Seq Task—0
Efficient Sub-structured Knowledge DistillationCode0
P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization—0
Measuring and Reducing Model Update Regression in Structured Prediction for NLP—0
Structured Prediction Problem ArchiveCode0
Constrained Structure Learning for Scene Graph Generation—0
Neuro-Symbolic Entropy Regularization—0
Predictive Inference with Weak Supervision—0
Towards Sharper Generalization Bounds for Structured Prediction—0
Safe Screening for Sparse Conditional Random Fields—0
Multi-fidelity Stability for Graph Representation Learning—0
SegMix: A Simple Structure-Aware Data Augmentation Method—0
Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis—0
Word Reordering for Zero-shot Cross-lingual Structured Prediction—0
Language Modelling via Learning to Rank—0
Unsupervised Cross-Lingual Transfer of Structured Predictors without Source DataCode0
Structured Energy Network as a dynamic loss function. Case study. A case study with multi-label Classification—0
Multi-task Learning with Domain Knowledge for Molecular Property Prediction—0
Structured Prediction in NLP -- A survey—0
Learning Energy-Based Approximate Inference Networks for Structured Applications in NLP—0
Multi-View Cross-Lingual Structured Prediction with Minimum Supervision—0
Generic Oracles for Structured Prediction—0
Meta-Learning for Few-Shot Named Entity Recognition—0
Constraining Linear-chain CRFs to Regular LanguagesCode0
Identifying and Resolving Annotation Changes for Natural Language Understanding—0
Supervised Neural Clustering via Latent Structured Output Learning: Application to Question IntentsCode0
On the Consistency of Max-Margin Losses—0
Structured Convolutional Kernel Networks for Airline Crew SchedulingCode0
Show:102550
← PrevPage 3 of 13Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified