Search Results for author: Bernal Jiménez Gutiérrez

Found 4 papers, 4 papers with code

Biomedical Language Models are Robust to Sub-optimal Tokenization

1 code implementation30 Jun 2023 Bernal Jiménez Gutiérrez, Huan Sun, Yu Su

As opposed to general English, many concepts in biomedical terminology have been designed in recent history by biomedical professionals with the goal of being precise and concise.

Entity Linking Language Modelling +4

Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors

1 code implementation18 May 2023 Kai Zhang, Bernal Jiménez Gutiérrez, Yu Su

Recent work has shown that fine-tuning large language models (LLMs) on large-scale instruction-following datasets substantially improves their performance on a wide range of NLP tasks, especially in the zero-shot setting.

Instruction Following Question Answering +2

Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again

1 code implementation16 Mar 2022 Bernal Jiménez Gutiérrez, Nikolas McNeal, Clay Washington, You Chen, Lang Li, Huan Sun, Yu Su

In this paper, we present the first systematic and comprehensive study to compare the few-shot performance of GPT-3 in-context learning with fine-tuning smaller (i. e., BERT-sized) PLMs on two highly representative biomedical information extraction tasks, named entity recognition and relation extraction.

In-Context Learning Model Selection +5

Document Classification for COVID-19 Literature

1 code implementation NLP-COVID19 (ACL) 2020 Bernal Jiménez Gutiérrez, Juncheng Zeng, Dong-dong Zhang, Ping Zhang, Yu Su

The global pandemic has made it more important than ever to quickly and accurately retrieve relevant scientific literature for effective consumption by researchers in a wide range of fields.

Classification Document Classification +1

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