Dynamic Parameters for Cross Document Coreference

نویسنده

  • Octavian Popescu
چکیده

In this paper we present a new algorithm for the Person Cross Document Coreference task. We show that accurate results require a way to adapt the parameters of the similarity function – metrics and threshold – to the ontological constraints obeyed by individuals. The technique we propose dynamically changes the initial weights computed when the context is analyzed. The weight recomputation is necessary in order to resolve clusters borders, which are inevitably blurred by a static approach. The results show a significant gain in accuracy.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Methodology for Cross-Document Coreference

Amit Bagga General Electric CRD, PO Box 8 Schenectady, NY 12301 [email protected] Alan W. Biermann Dept. of Computer Science Duke University Durham, NC 27708 [email protected] Cross-document coreference occurs when the same person, place, event, or concept is discussed in more than one text source. Computer recognition of this phenomenon is important because it helps break \the document boundary" ...

متن کامل

Name Perplexity

The accuracy of a Cross Document Coreference system depends on the amount of context available, which is a parameter that varies greatly from corpora to corpora. This paper presents a statistical model for computing name perplexity classes. For each perplexity class, the prior probability of coreference is estimated. The amount of context required for coreference is controlled by the prior core...

متن کامل

Cross-document Coreference for WePS

A good clustering performance depends on the quality of the distance function used to asses similarity. In this paper we propose a pairwise document coreference model to improve performance over a wordvector similarity approach for the WePS 3 clustering task. We identify a simple criterion which discriminates between highly ambiguous queries, i.e. many small clusters, and balanced queries, i.e....

متن کامل

How Much Processing Is Required for Cross-Document Coreference?

Cross-document coreference occurs when the same person, place, event, or concept is discussed in more than one text source. Computer recognition of this phenomenon is important because it helps break \the document boundary" by allowing a user to examine information about a particular entity from multiple text sources at the same time. Cross-document coref-erence was identiied as one of the pote...

متن کامل

Revisiting the Evaluation for Cross Document Event Coreference

Cross document event coreference (CDEC) is an important task that aims at aggregating eventrelated information across multiple documents. We revisit the evaluation for CDEC, and discover that past works have adopted different, often inconsistent, evaluation settings, which either overlook certain mistakes in coreference decisions, or make assumptions that simplify the coreference task considera...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010