Before revision:  A major road-block to the adoption of ad-hoc retrieval models is that they require large supervised training sets to surpass classic term-based techniques, which can be developed from raw corpora.
After revision:  A major road-block to the adoption of ad-hoc retrieval models is that they require large supervised training sets to surpass traditional term-based techniques, which can be developed from raw corpora.