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Ines Arous

3 accepted papers

2024

GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly Reviews

ACL 2024long

Scientific peer review is essential for the quality of academic publications. However, the increasing number of paper submissions to conferences has strained the reviewing process. This surge poses a burden on area chairs who have to carefully read an ever-growing volume of reviews and discern each…

2023

Evaluating Dependencies in Fact Editing for Language Models: Specificity and Implication Awareness

EMNLP 2023long findings

The potential of using a large language model (LLM) as a knowledge base (KB) has sparked significant interest. To maintain the knowledge acquired by LLMs, we need to ensure that the editing of learned facts respects internal logical constraints, which are known as dependency of knowledge. Existing w…

Cited by 0SourcecodeScholar
2021

MARTA: Leveraging Human Rationales for Explainable Text Classification

AAAI 2021technical

Explainability is a key requirement for text classification in many application domains ranging from sentiment analysis to medical diagnosis or legal reviews. Existing methods often rely on "attention" mechanisms for explaining classification results by estimating the relative importance of input un…

Cited by 56SourcePDFScholar