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Heri Ramampiaro

2 accepted papers

2024

PersonalSum: A User-Subjective Guided Personalized Summarization Dataset for Large Language Models

NeurIPS 2024poster

With the rapid advancement of Natural Language Processing in recent years, numerous studies have shown that generic summaries generated by Large Language Models (LLMs) can sometimes surpass those annotated by experts, such as journalists, according to human evaluations. However, there is limited res…

2020

Prediction Intervals: Split Normal Mixture from Quality-Driven Deep Ensembles

UAI 2020poster

Prediction intervals are a machine- and human-interpretable way to represent predictive uncertainty in a regression analysis. In this paper, we present a method for generating prediction intervals along with point estimates from an ensemble of neural networks. We propose a multi-objective loss funct…