Search Results for author: Stefan F. Schouten

Found 4 papers, 4 papers with code

Reasoning about Ambiguous Definite Descriptions

1 code implementation23 Oct 2023 Stefan F. Schouten, Peter Bloem, Ilia Markov, Piek Vossen

But no resources exist to evaluate how well Large Language Models can use explicit reasoning to resolve ambiguity in language.

Cross-Domain Toxic Spans Detection

1 code implementation16 Jun 2023 Stefan F. Schouten, Baran Barbarestani, Wondimagegnhue Tufa, Piek Vossen, Ilia Markov

Given the dynamic nature of toxic language use, automated methods for detecting toxic spans are likely to encounter distributional shift.

Toxic Spans Detection

A Song of (Dis)agreement: Evaluating the Evaluation of Explainable Artificial Intelligence in Natural Language Processing

1 code implementation9 May 2022 Michael Neely, Stefan F. Schouten, Maurits Bleeker, Ana Lucic

The validity of "attention as explanation" has so far been evaluated by computing the rank correlation between attention-based explanations and existing feature attribution explanations using LSTM-based models.

Explainable artificial intelligence

Order in the Court: Explainable AI Methods Prone to Disagreement

1 code implementation7 May 2021 Michael Neely, Stefan F. Schouten, Maurits J. R. Bleeker, Ana Lucic

By computing the rank correlation between attention weights and feature-additive explanation methods, previous analyses either invalidate or support the role of attention-based explanations as a faithful and plausible measure of salience.

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