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‎.buildinfo‎

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# Sphinx build info version 1
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‎_sources/index.md‎

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> Tutorial on **Representational Analysis methods** for speech model interpretability, including: <br> Probing{cite}`bentumProcessingStressEndEnd2024,shen-etal-2024-encoding,deheerklootsWhatSelfsupervisedSpeech2025,cormacenglishDomainInformedProbingWav2vec2022`, Representational Similarity Analyses (RSA{cite}`chrupala-etal-2020-analyzing,shenWaveSyntaxProbing2023a`, CCA{cite}`Pasad2021`, CKA{cite}`pmlr-v97-kornblith19a`), <br> CTC & Decoder lenses{cite}`deheerklootsHumanlikeLinguisticBiases2024,langedijkDecoderLensLayerwiseInterpretation2024`, ABX tests{cite}`schatz2016,algayresDPParseFindingWord2022,seysselDiscriminatingFormMeaning2025` <br>
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> [Martijn Bentum](https://www.ru.nl/personen/bentum-m), [Charlotte Pouw](https://www.illc.uva.nl/People/Table/person/5440/Charlotte-Pouw)
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> Tutorial on **Feature Importance Scoring methods** for speech model interpretability, including: <br> Context-mixing (Attention{cite}`pengWordDiscoveryVisually2022a,a-shams-etal-2024-uncovering`, Value-Zeroing{cite}`mohebbiHomophoneDisambiguationReveals2023a`), <br> Feature attribution{cite}`fucciExplainabilitySpeechModels2024` (Gradient-based{cite}`prasadHowAccentsConfound2020,guptaPhonemeDiscretizedSaliency2024` and Perturbation-based{cite}`wuExplanationsforASR2023,pastor-etal-2024-explaining`) <br>
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> Tutorial on **Feature Importance Scoring methods** for speech model interpretability, including: <br> Context-mixing (Attention{cite}`pengWordDiscoveryVisually2022a,a-shams-etal-2024-uncovering`, Value-Zeroing{cite}`mohebbiHomophoneDisambiguationReveals2023a`), <br> Feature attribution{cite}`fucciExplainabilitySpeechModels2024,shenReliabilityFeatureAttribution2025` (Gradient-based{cite}`prasadHowAccentsConfound2020,guptaPhonemeDiscretizedSaliency2024` and Perturbation-based{cite}`wuExplanationsforASR2023,pastor-etal-2024-explaining`) <br>
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> [Hosein Mohebbi](https://hmohebbi.github.io/), [Gaofei Shen](https://www.gaofeishen.com/)
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> **Outlook** on future work in interpretability, **Discussion** of key takeaways and findings <br>

‎genindex.html‎

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‎interspeech2025/feature-importance-scoring/intro.html‎

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‎interspeech2025/representational-analyses/intro.html‎

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