Plans for a task-oriented evaluation of natural language understanding systems
HLT '89 Proceedings of the workshop on Speech and Natural Language
Overview of the third message understanding evaluation and conference
MUC3 '91 Proceedings of the 3rd conference on Message understanding
Comparing MUCK-II and MUC-3: assessing the difficulty of different tasks
MUC3 '91 Proceedings of the 3rd conference on Message understanding
MUC-3 linguistic phenomena test experiment
MUC3 '91 Proceedings of the 3rd conference on Message understanding
Two dimensional generalization in 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
Information extraction from case law and retrieval of prior cases
Artificial Intelligence - Special issue on AI and law
Acquiring knowledge from encyclopedic texts
ANLC '94 Proceedings of the fourth conference on Applied natural language processing
Constraint-based event recognition for information extraction
ACL '95 Proceedings of the 33rd annual meeting on Association for Computational Linguistics
MUC5 '93 Proceedings of the 5th conference on Message understanding
USC: description of the SNAP system used for MUC-5
MUC5 '93 Proceedings of the 5th conference on Message understanding
Text filtering in MUC-3 and MUC-4
MUC4 '92 Proceedings of the 4th conference on Message understanding
Survey of the Message Understanding Conferences
HLT '93 Proceedings of the workshop on Human Language Technology
FASTUS: a system for extracting information from text
HLT '93 Proceedings of the workshop on Human Language Technology
Validation of terminological inference in an information extraction task
HLT '93 Proceedings of the workshop on Human Language Technology
HLT '94 Proceedings of the workshop on Human Language Technology
TIPSTER '93 Proceedings of a workshop on held at Fredericksburg, Virginia: September 19-23, 1993
TIPSTER '93 Proceedings of a workshop on held at Fredericksburg, Virginia: September 19-23, 1993
Resources to facilitate progress in place name identification and reference resolution
HLT '02 Proceedings of the second international conference on Human Language Technology Research
An alignment-based pattern representation model for information extraction
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Acquiring paraphrases from text corpora
Proceedings of the fifth international conference on Knowledge capture
Some statistical methods for evaluating information extraction systems
Evalinitiatives '03 Proceedings of the EACL 2003 Workshop on Evaluation Initiatives in Natural Language Processing: are evaluation methods, metrics and resources reusable?
Learning domain-specific information extraction patterns from the Web
IEBeyondDoc '06 Proceedings of the Workshop on Information Extraction Beyond The Document
Using decision trees for conference resolution
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
Semantic inference in natural language: validating a tractable approach
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 2
A unified model of phrasal and sentential evidence for information extraction
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Journal of Artificial Intelligence Research
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The Fourth Message Understanding Conference (MUC-4) is the latest in a series of conferences that concern the evaluation of natural language processing (NLP) systems. These conferences have reported on progress being made both in the development of systems capable of analyzing relatively short English texts and in the definition of a rigorous performance evaluation methodology. MUC-4 was preceded by a period of intensive system development by each of the participating organizations and blind testing using materials prepared by NRaD and SAIC that are described in this paper, other papers in this volume, and the MUC-3 proceedings [1].