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Anh T. V. Dau

2 accepted papers

2023

Class based Influence Functions for Error Detection

ACL 2023short

Influence functions (IFs) are a powerful tool for detecting anomalous examples in large scale datasets. However, they are unstable when applied to deep networks. In this paper, we provide an explanation for the instability of IFs and develop a solution to this problem. We show that IFs are unreliabl…

2023

The Vault: A Comprehensive Multilingual Dataset for Advancing Code Understanding and Generation

EMNLP 2023long findings

We present The Vault, an open-source dataset of high quality code-text pairs in multiple programming languages for training large language models to understand and generate code. We propose methods for thoroughly extracting samples that use both rules and deep learning to ensure that they contain hi…

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