Saab Mansour

Spelling Correction of User Search Queries through Statistical Machine Translation

2015

We use character-based statistical machine translation in order to correct user search queries in the e-commerce domain. The training data is automatically extracted from event logs where users re-issue their search queries with potentially corrected …

Label Semantic Aware Pre-training for Few-shot Text Classification

2022 · arXiv (Cornell University)

In text classification tasks, useful information is encoded in the label names. Label semantic aware systems have leveraged this information for improved text classification performance during fine-tuning and prediction. However, use of label-semantics during pre-training …