Boosting titles does not generally improve retrieval effectiveness

摘要

The fields that compose structured documents such as web pages have been exploited to improve the effectiveness of in- formation retrieval systems. Field-based retrieval methods assign different levels of importance (weights) to different fields, e.g., by boosting the score of a document when query terms are found in a specific field. An important question is how to decide which field should be boosted? It has been speculated that the title field should receive a higher weight. In this paper, we investigate whether boosting the title field of structured documents actually does improve retrieval effectiveness. Our results show that, on average, boosting titles does not improve retrieval effectiveness for field-based retrieval; this is both for ad-hoc web search and exploratory- based web search tasks. However, we do find that the boosting of titles does generally improve retrieval effectiveness for navigational queries and a small subset of ad-hoc queries. This result advocates for adaptive methods that selectively adjust boosting of specific fields based on the query.