PAPER DIGEST
Most Influential CIKM 2003 Paper · 2026-03 edition

Time-based Language Models

Xiaoyan Li; W. Bruce Croft

Venue
ACM Conference on Information and Knowledge Management (CIKM) 2003
Recognition
Most Influential CIKM 2003 Paper (Rank No. 4)
Edition
2026-03
Impact factor
6
Certificate ID
3c9a5ab03160c307

Abstract

We explore the relationship between time and relevance using TREC ad-hoc queries. A type of query is identified that favors very recent documents. We propose a time-based language model approach to retrieval for these queries. We show how time can be incorporated into both query-likelihood models and relevance models. These models were used for experiments comparing time-based language models to heuristic techniques for incorporating document recency in the ranking. Our results show that time-based models perform as well as or better than the best of the heuristic techniques.

Download PDF certificate