The acquisition of syntactic knowledge
The acquisition of syntactic knowledge
An evaluation of text analysis technologies
AI Magazine
The acquisition and use of context-dependent grammars for English
Computational Linguistics
Improving Generalization with Active Learning
Machine Learning - Special issue on structured connectionist systems
Some advances in transformation-based part of speech tagging
AAAI '94 Proceedings of the twelfth national conference on Artificial intelligence (vol. 1)
Selective Sampling Using the Query by Committee Algorithm
Machine Learning
Learning Information Extraction Rules for Semi-Structured and Free Text
Machine Learning - Special issue on natural language learning
Relational learning of pattern-match rules for information extraction
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Machine Learning for Information Extraction in Informal Domains
Machine Learning - Special issue on information retrieval
Learning for text categorization and information extraction with ILP
Learning language in logic
Learning Logical Definitions from Relations
Machine Learning
Multistrategy Learning for Information Extraction
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Generalized probabilistic LR parsing of natural language (Corpora) with unification-based grammars
Computational Linguistics - Special issue on using large corpora: I
Statistical decision-tree models for parsing
ACL '95 Proceedings of the 33rd annual meeting on Association for Computational Linguistics
Concept learning and the problem of small disjuncts
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
Learning to parse database queries using inductive logic programming
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 2
Active learning with committees for text categorization
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Issues in Learning Language in Logic
Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part II
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In this chapter, we present relational learning algorithms for two natural language processing tasks, semantic parsing and information extraction. We describe the algorithms and present experimental results showing their effectiveness. We also describe our application of active learning techniques to these learning systems.We applied certainty-based selective sampling to each system, using fairly simple notions of certainty. We show that these selective sampling techniques greatly reduce the number of annotated examples required for the systems to achieve good generalization performance.