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cs.CL2023★ 1 cited
H-COAL: Human Correction of AI-Generated Labels for Biomedical Named Entity Recognition
Xiaojing Duan, John P. Lalor
With the rapid advancement of machine learning models for NLP tasks, collecting high-fidelity labels from AI models is a realistic possibility. Firms now make AI available to custo…
cs.CL2023
Bias A-head? Analyzing Bias in Transformer-Based Language Model Attention Heads
Yi Yang, Hanyu Duan, Ahmed Abbasi +2
Transformer-based pretrained large language models (PLM) such as BERT and GPT have achieved remarkable success in NLP tasks. However, PLMs are prone to encoding stereotypical biase…
cs.CL2023
From Stars to Insights: Exploration and Implementation of Unified Sentiment Analysis with Distant Supervision
Wenchang Li, John P. Lalor, Yixing Chen +1
Sentiment analysis is integral to understanding the voice of the customer and informing businesses' strategic decisions. Conventional sentiment analysis involves three separate tas…