Inducing Features of Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Shallow parsing with conditional random fields
NAACL '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology - Volume 1
A comparison of algorithms for maximum entropy parameter estimation
COLING-02 proceedings of the 6th conference on Natural language learning - Volume 20
Efficiently inducing features of conditional random fields
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Surprise! What's in a Cebuano or Hindi Name?
ACM Transactions on Asian Language Information Processing (TALIP)
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Editorial: special issue on web content mining
ACM SIGKDD Explorations Newsletter
Learning to extract information from large domain-specific websites using sequential models
ACM SIGKDD Explorations Newsletter
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to the CoNLL-2003 shared task: language-independent named entity recognition
CONLL '03 Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003 - Volume 4
Boosting performance of bio-entity recognition by combining results from multiple systems
Proceedings of the 5th international workshop on Bioinformatics
Information extraction from research papers using conditional random fields
Information Processing and Management: an International Journal
Discriminative language modeling with conditional random fields and the perceptron algorithm
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Scaling conditional random fields using error-correcting codes
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Logarithmic opinion pools for conditional random fields
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Contrastive estimation: training log-linear models on unlabeled data
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Using conditional random fields for sentence boundary detection in speech
ACL '05 Proceedings of the 43rd Annual Meeting on Association for Computational Linguistics
Training conditional random fields with multivariate evaluation measures
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Identifying sources of opinions with conditional random fields and extraction patterns
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Extracting personal names from email: applying named entity recognition to informal text
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Learning to recognize features of valid textual entailments
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Exploiting domain structure for named entity recognition
HLT-NAACL '06 Proceedings of the main conference on Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics
Discriminative n-gram language modeling
Computer Speech and Language
Corrective feedback and persistent learning for information extraction
Artificial Intelligence
Combining data-driven systems for improving Named Entity Recognition
Data & Knowledge Engineering
Extraction and search of chemical formulae in text documents on the web
Proceedings of the 16th international conference on World Wide Web
Piecewise pseudolikelihood for efficient training of conditional random fields
Proceedings of the 24th international conference on Machine learning
Feature forest models for probabilistic hpsg parsing
Computational Linguistics
Mining, indexing, and searching for textual chemical molecule information on the web
Proceedings of the 17th international conference on World Wide Web
Entity categorization over large document collections
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Unsupervised Discovery of Compound Entities for Relationship Extraction
EKAW '08 Proceedings of the 16th international conference on Knowledge Engineering: Practice and Patterns
Automatic wrapper induction from hidden-web sources with domain knowledge
Proceedings of the 10th ACM workshop on Web information and data management
Minimum tag error for discriminative training of conditional random fields
Information Sciences: an International Journal
Joint Extraction of Compound Entities and Relationships from Biomedical Literature
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
An Efficient Method for Generating, Storing and Matching Features for Text Mining
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Named entity mining from click-through data using weakly supervised latent dirichlet allocation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
ICCS '09 Proceedings of the 9th International Conference on Computational Science: Part I
Biomedical named entity recognition using conditional random fields and rich feature sets
JNLPBA '04 Proceedings of the International Joint Workshop on Natural Language Processing in Biomedicine and its Applications
Tunable domain-independent event extraction in the MIRA framework
BioNLP '09 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing: Shared Task
NE tagging for Urdu based on bootstrap POS learning
CLIAWS3 '09 Proceedings of the Third International Workshop on Cross Lingual Information Access: Addressing the Information Need of Multilingual Societies
Using gazetteers in discriminative information extraction
CoNLL-X '06 Proceedings of the Tenth Conference on Computational Natural Language Learning
Interactive information extraction with constrained conditional random fields
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
FeatureEng '05 Proceedings of the ACL Workshop on Feature Engineering for Machine Learning in Natural Language Processing
NAACL-Short '06 Proceedings of the Human Language Technology Conference of the NAACL, Companion Volume: Short Papers
Part of speech tagging for Amharic using conditional random fields
Semitic '05 Proceedings of the ACL Workshop on Computational Approaches to Semitic Languages
A simple semi-supervised algorithm for named entity recognition
SemiSupLearn '09 Proceedings of the NAACL HLT 2009 Workshop on Semi-Supervised Learning for Natural Language Processing
Improving author coreference by resource-bounded information gathering from the web
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Web page clustering using heuristic search in the web graph
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Locating complex named entities in web text
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Assigning roles to protein mentions: The case of transcription factors
Journal of Biomedical Informatics
Corrective feedback and persistent learning for information extraction
Artificial Intelligence
Semi-supervised learning of semantic classes for query understanding: from the web and for the web
Proceedings of the 18th ACM conference on Information and knowledge management
Helping editors choose better seed sets for entity set expansion
Proceedings of the 18th ACM conference on Information and knowledge management
Web-scale distributional similarity and entity set expansion
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
NEWS '09 Proceedings of the 2009 Named Entities Workshop: Shared Task on Transliteration
Semantic role labelling with tree conditional random fields
CONLL '05 Proceedings of the Ninth Conference on Computational Natural Language Learning
CRF-based active learning for Chinese named entity recognition
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
A hidden Markov model based named entity recognition system: Bengali and Hindi as case studies
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
An alignment-based approach to semi-supervised relation extraction including multiple arguments
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Multi-class named entity recognition via bootstrapping with dependency tree-based patterns
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Clause boundary identification using conditional random fields
CICLing'08 Proceedings of the 9th international conference on Computational linguistics and intelligent text processing
Recognizing biomedical named entities in Chinese research abstracts
Canadian AI'08 Proceedings of the Canadian Society for computational studies of intelligence, 21st conference on Advances in artificial intelligence
Meta-level information extraction
KI'09 Proceedings of the 32nd annual German conference on Advances in artificial intelligence
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Proceedings of the 10th annual joint conference on Digital libraries
Web Semantics: Science, Services and Agents on the World Wide Web
Discovery of significant emerging trends
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
An Information-Extraction System for Urdu---A Resource-Poor Language
ACM Transactions on Asian Language Information Processing (TALIP)
Proceedings of the 6th International Conference on Semantic Systems
Understanding the semantic structure of noun phrase queries
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Assessing the challenge of fine-grained named entity recognition and classification
NEWS '10 Proceedings of the 2010 Named Entities Workshop
Simplified feature set for Arabic named entity recognition
NEWS '10 Proceedings of the 2010 Named Entities Workshop
Domain adaptation of rule-based annotators for named-entity recognition tasks
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Improving verbose queries using subset distribution
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Supervised identification and linking of concept mentions to a domain-specific ontology
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Reshaping automatic speech transcripts for robust high-level spoken document analysis
AND '10 Proceedings of the fourth workshop on Analytics for noisy unstructured text data
Measuring the non-compositionality of multiword expressions
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
TimeML events recognition and classification: learning CRF models with semantic roles
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Self-supervised mining of human activity from CGM
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
Semantic entity detection by integrating CRF and SVM
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Human activity mining using conditional radom fields and self-supervised learning
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Adaptive feedback selection for intelligent tutoring systems
Expert Systems with Applications: An International Journal
Multimedia news exploration and retrieval by integrating keywords, relations and visual features
Multimedia Tools and Applications
Capturing users' buying activity at Akihabara electric town from twitter
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part II
ACM Transactions on Asian Language Information Processing (TALIP)
Classifier Ensemble Selection Using Genetic Algorithm for Named Entity Recognition
Research on Language and Computation
Automatic rule learning exploiting morphological features for named entity recognition in Turkish
Journal of Information Science
A new multiword expression metric and its applications
Journal of Computer Science and Technology - Special issue on natural language processing
Entity set expansion in opinion documents
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Recognizing named entities in tweets
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
An efficient pre-processing method to identify logical components from PDF documents
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Maximum entropy named entity recognition for Czech language
TSD'11 Proceedings of the 14th international conference on Text, speech and dialogue
Training a named entity recognizer on the web
WISE'11 Proceedings of the 12th international conference on Web information system engineering
A resource-based method for named entity extraction and classification
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
A bootstrapping approach for training a NER with conditional random fields
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Named entity recognition using a modified Pegasos algorithm
Proceedings of the 20th ACM international conference on Information and knowledge management
A robust web personal name information extraction system
Expert Systems with Applications: An International Journal
Natural Language Processing (Almost) from Scratch
The Journal of Machine Learning Research
A systematic comparison of feature-rich probabilistic classifiers for NER tasks
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Fine-Grained named entity recognition using conditional random fields for question answering
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Self-supervised capturing of users' activities from weblogs
International Journal of Intelligent Information and Database Systems
Applying conditional random fields to chinese shallow parsing
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
CICLing'05 Proceedings of the 6th international conference on Computational Linguistics and Intelligent Text Processing
Tense tagging for verbs in cross-lingual context: a case study
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Semantic entity-relationship model for large-scale multimedia news exploration and recommendation
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Syntactic structure transfer in a tamil to hindi MT system – a hybrid approach
CICLing'10 Proceedings of the 11th international conference on Computational Linguistics and Intelligent Text Processing
Comparison of feature-level learning methods for mining online consumer reviews
Expert Systems with Applications: An International Journal
The echo state conditional random field model for sequential data modeling
Expert Systems with Applications: An International Journal
Rich set of features for proper name recognition in polish texts
SIIS'11 Proceedings of the 2011 international conference on Security and Intelligent Information Systems
Decision support for the software product line domain engineering lifecycle
Automated Software Engineering
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Personalized query expansion in the QIC system
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Optimizing CRF-Based model for proper name recognition in polish texts
CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part I
Unsupervised lexicon acquisition for HPSG-based relation extraction
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Automatic identification of protagonist in fairy tales using verb
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
PROBABILISTIC MODELS FOR FOCUSED WEB CRAWLING
Computational Intelligence
Mining the web for points of interest
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
VAHA: verbs associate with human activity --- a study on fairy tales
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Multiple narrative disentanglement: unraveling Infinite Jest
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Coupling knowledge-based and data-driven systems for named entity recognition
HYBRID '12 Proceedings of the Workshop on Innovative Hybrid Approaches to the Processing of Textual Data
Joint inference of named entity recognition and normalization for tweets
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
BioNLP '12 Proceedings of the 2012 Workshop on Biomedical Natural Language Processing
Geo-location inference on news articles via multimodal pLSA
Proceedings of the 20th ACM international conference on Multimedia
A graph-based approach for ontology population with named entities
Proceedings of the 21st ACM international conference on Information and knowledge management
Two-stage NER for tweets with clustering
Information Processing and Management: an International Journal
Named entity recognition for tweets
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Various approaches to text representation for named entity disambiguation
Proceedings of the 14th International Conference on Information Integration and Web-based Applications & Services
Data & Knowledge Engineering
A performance comparison of parallel DBMSs and MapReduce on large-scale text analytics
Proceedings of the 16th International Conference on Extending Database Technology
Travel with Words: An Innovative Vision on Travelling
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Capturing programming content in online discussions
Proceedings of the seventh international conference on Knowledge capture
Juggling the Jigsaw: towards automated problem inference from network trouble tickets
nsdi'13 Proceedings of the 10th USENIX conference on Networked Systems Design and Implementation
A joint model to identify and align bilingual named entities
Computational Linguistics
Topical organization of user comments and application to content recommendation
Proceedings of the 22nd international conference on World Wide Web companion
Toward advice mining: conditional random fields for extracting advice-revealing text units
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Learning open-domain comparable entity graphs from user search queries
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
International Journal of Information Retrieval Research
When speed has a price: fast information extraction using approximate algorithms
Proceedings of the VLDB Endowment
Cognitive canonicalization of natural language queries using semantic strata
ACM Transactions on Speech and Language Processing (TSLP)
Unsupervised biomedical named entity recognition: Experiments with clinical and biological texts
Journal of Biomedical Informatics
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Models for many natural language tasks benefit from the flexibility to use overlapping, non-independent features. For example, the need for labeled data can be drastically reduced by taking advantage of domain knowledge in the form of word lists, part-of-speech tags, character n-grams, and capitalization patterns. While it is difficult to capture such inter-dependent features with a generative probabilistic model, conditionally-trained models, such as conditional maximum entropy models, handle them well. There has been significant work with such models for greedy sequence modeling in NLP (Ratnaparkhi, 1996; Borthwick et al., 1998).