Деректер жиынтығы артефактілері

material ID: datasetartifacts

Related Papers

Detecting Word Sense Disambiguation Biases in Machine Translation for Model-Agnostic Adversarial Attacks

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractWord sense disambiguation is a well-known source of translation errors in NMT. We posit that some of the incorrect disambiguation choices are due to models’ over-reliance on dataset artifacts found …...

29837

Competency Problems: On Finding and Removing Artifacts in Language Data

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

AbstractMuch recent work in NLP has documented dataset artifacts, bias, and spurious correlations between input features and output labels. However, how to tell which features have “spurious” instead of legitimate …...

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Mitigating Dataset Artifacts in Natural Language Inference Through Automatic Contextual Data Augmentation and Learning Optimization

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractIn recent years, natural language inference has been an emerging research area. In this paper, we present a novel data augmentation technique and combine it with a unique learning procedure …...

16520