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declan101
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Assessment_1_NLP303

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References
Oliver Bender, Franz Josef Och, and Hermann Ney.
2003. Maximum Entropy Models for Named Entity Recognition. In Proceedings of CoNLL-2003.
Andrew Borthwick. 1999. A Maximum Entropy Approach to Named Entity Recognition. PhD thesis,
New York University.
Xavier Carreras, Lluı́s Màrquez, and Lluı́s Padró.
2003a. Learning a Perceptron-Based Named Entity Chunker via Online Recognition Feedback. In
Proceedings of CoNLL-2003.
Xavier Carreras, Lluı́s Màrquez, and Lluı́s Padró.
2003b. A Simple Named Entity Extractor using
AdaBoost. In Proceedings of CoNLL-2003.
Rich Caruana and Dayne Freitag. 1994. Greedy Attribute Selection. In Proceedings of the Eleventh
International Conference on Machine Learning,
pages 28–36. New Brunswick, NJ, USA, Morgan
Kaufman.
Hai Leong Chieu and Hwee Tou Ng. 2003. Named
Entity Recognition with a Maximum Entropy Approach. In Proceedings of CoNLL-2003.
Nancy Chinchor, Erica Brown, Lisa Ferro, and Patty
Robinson. 1999. 1999 Named Entity Recognition
Task Definition. MITRE and SAIC.
James R. Curran and Stephen Clark. 2003. Language Independent NER using a Maximum Entropy Tagger. In Proceedings of CoNLL-2003.
Walter Daelemans, Jakub Zavrel, Ko van der Sloot,
and Antal van den Bosch. 2002. MBT: MemoryBased Tagger, version 1.0, Reference Guide. ILK
Technical Report ILK-0209, University of Tilburg,
The Netherlands.
Fien De Meulder and Walter Daelemans. 2003.
Memory-Based Named Entity Recognition using
Unannotated Data. In Proceedings of CoNLL2003.
Radu Florian, Abe Ittycheriah, Hongyan Jing, and
Tong Zhang. 2003. Named Entity Recognition
through Classifier Combination. In Proceedings of
CoNLL-2003.
James Hammerton. 2003. Named Entity Recognition with Long Short-Term Memory. In Proceedings of CoNLL-2003.
Iris Hendrickx and Antal van den Bosch. 2003.
Memory-based one-step named-entity recognition:
Effects of seed list features, classifier stacking, and
unannotated data. In Proceedings of CoNLL-2003.
Dan Klein, Joseph Smarr, Huy Nguyen, and Christopher D. Manning. 2003. Named Entity Recognition with Character-Level Models. In Proceedings
of CoNLL-2003.
James Mayfield, Paul McNamee, and Christine Piatko. 2003. Named Entity Recognition using Hundreds of Thousands of Features. In Proceedings of
CoNLL-2003.
Andrew McCallum and Wei Li. 2003. Early results
for Named Entity Recognition with Conditional
Random Fields, Feature Induction and WebEnhanced Lexicons. In Proceedings of CoNLL2003.
Robert Munro, Daren Ler, and Jon Patrick.
2003. Meta-Learning Orthographic and Contextual Models for Language Independent Named Entity Recognition. In Proceedings of CoNLL-2003.
Eric W. Noreen. 1989. Computer-Intensive Methods
for Testing Hypotheses. John Wiley & Sons.
English test
Florian
Chieu
Klein
Zhang
Carreras (a)
Curran
Mayfield
Carreras (b)
McCallum
Bender
Munro
Wu
Whitelaw
Hendrickx
De Meulder
Hammerton
Baseline
Precision
88.99%
88.12%
85.93%
86.13%
84.05%
84.29%
84.45%
85.81%
84.52%
84.68%
80.87%
82.02%
81.60%
76.33%
75.84%
69.09%
71.91%
Recall
88.54%
88.51%
86.21%
84.88%
85.96%
85.50%
84.90%
82.84%
83.55%
83.18%