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Muqeeth Mohammed

2 accepted papers

2022

Alignment-Augmented Consistent Translation for Multilingual Open Information Extraction

ACL 2022long

Progress with supervised Open Information Extraction (OpenIE) has been primarily limited to English due to the scarcity of training data in other languages. In this paper, we explore techniques to automatically convert English text for training OpenIE systems in other languages. We introduce the Ali…

2022

Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

NeurIPS 2022accept

Few-shot in-context learning (ICL) enables pre-trained language models to perform a previously-unseen task without any gradient-based training by feeding a small number of training examples as part of the input. ICL incurs substantial computational, memory, and storage costs because it involves proc…