The indexing vocabulary is an important determinant of success in text
retrieval. Researchers have compared the effectiveness of indexing us
ing free-text and controlled vocabularies in a variety of text context
s. A number of studies have investigated the relative merits of free-t
ext, MeSH and UMLS Metathesaurus indexing vocabularies for MEDLINE doc
ument indexing. Most of these studies conclude that controlled vocabul
aries offer no advantages in retrieval performance over free-text. Thi
s paper offers a detailed analysis of prior results and their underlyi
ng experimental designs. The analysis indicates that there are a numbe
r of open questions relevant to the overall debate on indexing vocabul
aries for MEDLINE. This paper also offers results from a new experimen
t assessing eight different retrieval strategies. These strategies inv
olve document indexing via free-text, MeSH and several alternative com
binations of the two vocabularies. The results indicate that MeSH does
have an important role in text retrieval. Copyright (C) 1996 Elsevier
Science Ltd