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Nathaniel Mills

2 accepted papers

2024

Achieving Human Parity in Content-Grounded Datasets Generation

ICLR 2024poster

The lack of high-quality data for content-grounded generation tasks has been identified as a major obstacle to advancing these tasks. To address this gap, we propose Genie, a novel method for automatically generating high-quality content-grounded data. It consists of three stages: (a) Content Prepar…

Cited by 5SourcePDFScholar
2024

More Bang for your Context: Virtual Documents for Question Answering over Long Documents

EMNLP 2024finding

We deal with the problem of Question Answering (QA) over a long document, which poses a challenge for modern Large Language Models (LLMs). Although LLMs can handle increasingly longer context windows, they struggle to effectively utilize the long content. To address this issue, we introduce the conc…