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Sharmila Reddy Nangi

3 accepted papers

2022

Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models

EMNLP 2022main

Transformer-based language models trained on large natural language corpora have been very useful in downstream entity extraction tasks. However, they often result in poor performances when applied to domains that are different from those they are pretrained on. Continued pretraining using unlabeled…

2021

AUTOSUMM: Automatic Model Creation for Text Summarization

EMNLP 2021main

Recent efforts to develop deep learning models for text generation tasks such as extractive and abstractive summarization have resulted in state-of-the-art performances on various datasets. However, obtaining the best model configuration for a given dataset requires an extensive knowledge of deep le…

2021

Counterfactuals to Control Latent Disentangled Text Representations for Style Transfer

ACL 2021short

Disentanglement of latent representations into content and style spaces has been a commonly employed method for unsupervised text style transfer. These techniques aim to learn the disentangled representations and tweak them to modify the style of a sentence. In this paper, we propose a counterfactua…