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Natural Language Processing

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Presentation on theme: "Natural Language Processing"— Presentation transcript:

1 Natural Language Processing
Coreference Resolution Andrew Tran, Summer 09

2 What is Coreference Resolution?
Coreference occurs when multiple expressions in a document have the same referent. Examples: -Bob’s dog is hungry. It ate the cat. “dog” refers to “dog” , “It” also refers to “dog” -Bob’s friend is Bill. He is hungry. ambiguous Andrew Tran, Summer 09

3 How is Coreference Resolution Handled?
Common strategies and heuristics: Gender, Number and Person Agreement Semantic Consistency Statistical and Clustering methods State of the art coreference programs have around ~75% accuracy. Andrew Tran, Summer 09

4 My Project Andrew Tran, Summer 09

5 Andrew Tran, Summer 09

6 Andrew Tran, Summer 09

7 Andrew Tran, Summer 09

8 Will focus on pronoun resolution to start with
In addition to commonly used constraints and heuristics, we will apply some tree matching strategies. Example: Bob’s dog is hungry. It ate the cat. Andrew Tran, Summer 09

9 Future Work Andrew Tran, Summer 09


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