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 201–250 of 639 papers

TitleStatusHype
Improved Dynamic Memory Network for Dialogue Act Classification with Adversarial Training—0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization—0
Exact Inference in High-order Structured Prediction—0
An Online Algorithm for Learning over Constrained Latent Representations using Multiple Views—0
Experiments with crowdsourced re-annotation of a POS tagging data set—0
Explaining Fast Improvement in Online Imitation Learning—0
Explaining Large Language Model-Based Neural Semantic Parsers (Student Abstract)—0
Candidate Constrained CRFs for Loss-Aware Structured Prediction—0
Extracting Relations between Non-Standard Entities using Distant Supervision and Imitation Learning—0
Fairness constraints can help exact inference in structured prediction—0
Integer Linear Programming formulations in Natural Language Processing—0
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
Deeply Learning the Messages in Message Passing Inference—0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning—0
Fast View Synthesis with Deep Stereo Vision—0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search—0
Feature Noising for Log-Linear Structured Prediction—0
Closed-Form Training of Mahalanobis Distance for Supervised Clustering—0
Approximate Inference in Structured Instances with Noisy Categorical Observations—0
Few-Shot Learning Through an Information Retrieval Lens—0
Findings of the 2012 Workshop on Statistical Machine Translation—0
CMU at SemEval-2016 Task 8: Graph-based AMR Parsing with Infinite Ramp Loss—0
Backpropagation of Unrolled Solvers with Folded Optimization—0
Forest Reranking through Subtree Ranking—0
Frame Semantics across Languages: Towards a Multilingual FrameNet—0
Deep Learning in Lexical Analysis and Parsing—0
A Primal-Dual Message-Passing Algorithm for Approximated Large Scale Structured Prediction—0
A Study of Imitation Learning Methods for Semantic Role Labeling—0
FusionSeg: Learning to Combine Motion and Appearance for Fully Automatic Segmentation of Generic Objects in Videos—0
Gaussian Processes for Natural Language Processing—0
Generalization Analysis on Learning with a Concurrent Verifier—0
Combining Active Learning and Partial Annotation for Domain Adaptation of a Japanese Dependency Parser—0
Generic Oracles for Structured Prediction—0
GeoF: Geodesic Forests for Learning Coupled Predictors—0
Geometric Matrix Completion with Deep Conditional Random Fields—0
Global Model for Hierarchical Multi-Label Text Classification—0
Gradient-based Inference for Networks with Output Constraints—0
Graph-Based Lexicon Expansion with Sparsity-Inducing Penalties—0
Graph-Based Posterior Regularization for Semi-Supervised Structured Prediction—0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation—0
A Rate Distortion Approach for Semi-Supervised Conditional Random Fields—0
Deep imitation learning for molecular inverse problems—0
Grounded Video Situation Recognition—0
A Structured Prediction Approach for Missing Value Imputation—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Hands-on Learning to Search for Structured Prediction—0
HCCL at SemEval-2018 Task 8: An End-to-End System for Sequence Labeling from Cybersecurity Reports—0
HC-Search for Structured Prediction in Computer Vision—0
Imitation learning for language generation from unaligned data—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CVAENegative CLL71.8—Unverified