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Aida Amini

3 accepted papers

2025

LOFT: Scalable and More Realistic Long-Context Evaluation

NAACL 2025findings

Long-context language models (LCLMs) have the potential to revolutionize our approach to tasks traditionally reliant on external tools like retrieval systems or databases. Leveraging LCLMs’ ability to natively ingest and process entire corpora of information offers numerous advantages. It enhances u…

2022

Dialog Inpainting: Turning Documents into Dialogs

ICML 2022spotlight

Many important questions (e.g. "How to eat healthier?") require conversation to establish context and explore in depth. However, conversational question answering (ConvQA) systems have long been stymied by scarce training data that is expensive to collect. To address this problem, we propose a new t…

2021

Extracting a Knowledge Base of Mechanisms from COVID-19 Papers

NAACL 2021long

The COVID-19 pandemic has spawned a diverse body of scientific literature that is challenging to navigate, stimulating interest in automated tools to help find useful knowledge. We pursue the construction of a knowledge base (KB) of mechanisms—a fundamental concept across the sciences, which encompa…