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content="Interactive explainability framework to explore the latent space of authorship attribution models"> |
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<meta name="keywords" content="Explainability, Demo, Authorship Attribution"> |
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<title>IXAM: Interactive Explainability for Authorship Attribution Models</title> |
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<h1 class="title is-1 publication-title">IXAM: Interactive Explainability for Authorship Attribution Models</h1> |
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<div class="is-size-5 publication-authors"> |
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<span class="author-block"> |
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<a href="" target="_blank">Milad Alshomary</a><sup>1</sup>,</span> |
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<span class="author-block"> |
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<a href="" target="_blank">Anisha Bhatnagar</a><sup>2</sup>,</span> |
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<span class="author-block"> |
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<a href="" target="_blank">Peter Zeng</a><sup>2</sup>, |
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<span class="author-block"> |
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<a href="" target="_blank">Smaranda Muresan</a><sup>2</sup>, |
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</span> |
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<span class="author-block"> |
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<a href="" target="_blank">Owen Rambow</a><sup>2</sup>, |
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<span class="author-block"> |
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<a href="" target="_blank">Kathleen McKeown</a><sup>1,2</sup>, |
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<div class="is-size-5 publication-authors"> |
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<span class="author-block"><sup>1</sup>Columbia University, New York, USA</span> |
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<span class="author-block"><sup>2</sup>Stony Brook University, New York, USA</span> |
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<span class="author-block"><sup>2</sup>University of Pennsylvania, Philadelphia, USA</span> |
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</video> |
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<h2 class="subtitle has-text-centered"> |
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<span class="dnerf">IXAM</span> lets you look into the latent space of authorship attribution models |
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</h2> |
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<h2 class="title is-3">Abstract</h2> |
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<p> |
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We present IXAM, an Interactive eXplainability framework for Authorship Attribution Models. Given an authorship attribution (AA) task and an embedding-based AA model, our tool enables users to interactively explore the model's embedding space and construct an explanation of the model's prediction as a set of writing style features at different levels of granularity. Through a user evaluation, we demonstrate the value of our framework compared to predefined stylistic explanations. |
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<section class="section" id="BibTeX"> |
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<h2 class="title">BibTeX</h2> |
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<pre><code>@article{alshomary2025IXAM, |
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title={XAM: Interactive Explainability for Authorship Attribution Models}, |
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author={Alshomary, Milad and Bhatnagar, Anisha and Zeng, Peter and Muresan, Smaranda and Rambow, Owen and McKeown, Kathleen}, |
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journal={arXiv preprint arXiv:2512.06924}, |
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year={2025} |
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}</code></pre> |
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