Generalized inference with multiple semantic role labeling systems

Authors:
Peter Koomen;Vasin Punyakanok;Dan Roth;Wen-tau Yih
Affiliations:
University of Illinois at Urbana-Champaign, Urbana, IL;University of Illinois at Urbana-Champaign, Urbana, IL;University of Illinois at Urbana-Champaign, Urbana, IL;University of Illinois at Urbana-Champaign, Urbana, IL
Venue:
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
Year:
2005

Citing 8
Cited 53

Learning to resolve natural language ambiguities: a unified approach

AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Large Margin Classification Using the Perceptron Algorithm

Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Linear concepts and hidden variables

Machine Learning
Neural Networks for Pattern Recognition

Neural Networks for Pattern Recognition
Head-driven statistical models for natural language parsing

Head-driven statistical models for natural language parsing
Text chunking based on a generalization of winnow

The Journal of Machine Learning Research
Probabilistic reasoning for entity & relation recognition

COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Semantic role labeling via integer linear programming inference

COLING '04 Proceedings of the 20th international conference on Computational Linguistics

Emotions from text: machine learning for text-based emotion prediction

HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
A robust combination strategy for semantic role labeling

HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Semantic role labeling of nominalized predicates in Chinese

HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Demonstrating an interactive semantic role labeling system

HLT-Demo '05 Proceedings of HLT/EMNLP on Interactive Demonstrations
Semantic role labeling: an introduction to the special issue

Computational Linguistics
Tree kernels for semantic role labeling

Computational Linguistics
Labeling chinese predicates with semantic roles

Computational Linguistics
The importance of syntactic parsing and inference in semantic role labeling

Computational Linguistics
Towards robust semantic role labeling

Computational Linguistics
A Tree Kernel-Based Shallow Semantic Parser for Thematic Role Extraction

AI*IA '07 Proceedings of the 10th Congress of the Italian Association for Artificial Intelligence on AI*IA 2007: Artificial Intelligence and Human-Oriented Computing
A Cluster-Based Classification Approach to Semantic Role Labeling

IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Shallow semantic labeling using two-phase feature-enhanced string matching

Expert Systems with Applications: An International Journal
Semantic parsing for high-precision semantic role labelling

CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Collective semantic role labelling with Markov logic

CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
The integration of dependency relation classification and semantic role labeling using bilayer maximum entropy Markov models

CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Mixing and blending syntactic and semantic dependencies

CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Dependency tree-based SRL with proper pruning and extensive feature engineering

CoNLL '08 Proceedings of the Twelfth Conference on Computational Natural Language Learning
Exploiting semantic role resources for preposition disambiguation

Computational Linguistics
Prediction of maximal projection for semantic role labeling

COLING '08 Proceedings of the 22nd International Conference on Computational Linguistics - Volume 1
A robust and extensible exemplar-based model of thematic fit

EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
Unsupervised discovery of a statistical verb lexicon

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Semantic role labeling via instance-based learning

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Joint extraction of entities and relations for opinion recognition

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Solving the problem of cascading errors: approximate Bayesian inference for linguistic annotation pipelines

EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Accurate parsing of the proposition bank

NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
Robust understanding in multimodal interfaces

Computational Linguistics
Learning and inference with constraints

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Jointly identifying predicates, arguments and senses using Markov logic

NAACL '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics
Combination strategies for semantic role labeling

Journal of Artificial Intelligence Research
Web mining for event-based commonsense knowledge using lexico-syntactic pattern matching and semantic role labeling

Expert Systems with Applications: An International Journal
Indexing on semantic roles for question answering

IRQA '08 Coling 2008: Proceedings of the 2nd workshop on Information Retrieval for Question Answering
Automatic event-level textual emotion sensing using mutual action histogram between entities

Expert Systems with Applications: An International Journal
Prediction of thematic rank for structured semantic role labeling

ACLShort '09 Proceedings of the ACL-IJCNLP 2009 Conference Short Papers
From Semantic Roles to Temporal Information Representation

MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Semantic dependency parsing of NomBank and PropBank: an efficient integrated approach via a large-scale feature selection

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Joint learning of preposition senses and semantic roles of prepositional phrases

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Introduction to the CoNLL-2005 shared task: semantic role labeling

CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
An edit distance approach to shallow semantic labeling

IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Joint syntactic and semantic parsing of Chinese

ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Self-training without reranking for parser domain adaptation and its impact on semantic role labeling

DANLP 2010 Proceedings of the 2010 Workshop on Domain Adaptation for Natural Language Processing
Joint inference for bilingual semantic role labeling

EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Semantic role labeling for news tweets

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
A minimum error weighting combination strategy for Chinese semantic role labeling

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Collective semantic role labeling on open news corpus by leveraging redundancy

COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Natural Language Processing (Almost) from Scratch

The Journal of Machine Learning Research
The role of verb sense disambiguation in semantic role labeling

FinTAL'06 Proceedings of the 5th international conference on Advances in Natural Language Processing
Semantic role labeling for portuguese --- a preliminary approach ---

PROPOR'12 Proceedings of the 10th international conference on Computational Processing of the Portuguese Language
Collective semantic role labeling for tweets with clustering

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
QuickView: NLP-based tweet search

ACL '12 Proceedings of the ACL 2012 System Demonstrations
Semantic role labeling of implicit arguments for nominal predicates

Computational Linguistics
Generating extractive summaries of scientific paradigms

Journal of Artificial Intelligence Research
Integrative semantic dependency parsing via efficient large-scale feature selection

Journal of Artificial Intelligence Research
Composition of semantic relations: Theoretical framework and case study

ACM Transactions on Speech and Language Processing (TSLP)

Quantified Score

Hi-index	0.00

Visualization

Abstract

We present an approach to semantic role labeling (SRL) that takes the output of multiple argument classifiers and combines them into a coherent predicate-argument output by solving an optimization problem. The optimization stage, which is solved via integer linear programming, takes into account both the recommendation of the classifiers and a set of problem specific constraints, and is thus used both to clean the classification results and to ensure structural integrity of the final role labeling. We illustrate a significant improvement in overall SRL performance through this inference.