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research-article
Re-ranking search results using language models of query-specific clusters
Abstract

To obtain high precision at top ranks by a search performed in response to a query, researchers have proposed a cluster-based re-ranking paradigm: clustering an initial list of documents that are the most highly ranked by some initial search, and ...

research-article
A comparison of extrinsic clustering evaluation metrics based on formal constraints
Abstract

There is a wide set of evaluation metrics available to compare the quality of text clustering algorithms. In this article, we define a few intuitive formal constraints on such metrics which shed light on which aspects of the quality of a ...

article
Modeling actions of PubMed users with n-gram language models

Transaction logs from online search engines are valuable for two reasons: First, they provide insight into human information-seeking behavior. Second, log data can be used to train user models, which can then be applied to improve retrieval systems. ...

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