Researcher profile
Ramakanth Pasunuru
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Continual Few-Shot Learning for Text Classification
2021 · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing
Natural Language Processing (NLP) is increasingly relying on general end-to-end systems that need to handle many different linguistic phenomena and nuances. For example, a Natural Language Inference (NLI) system has to recognize sentiment, handle numbers, …
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OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization
2022 · arXiv (Cornell University)
Recent work has shown that fine-tuning large pre-trained language models on a collection of tasks described via instructions, a.k.a. instruction-tuning, improves their zero and few-shot generalization to unseen tasks. However, there is a limited understanding …