133 citations · 307 across the 28 of their papers we have counts for
4 papers · 1 filter
How Language Models Prioritize Contextual Grammatical Cues?
Hamidreza Amirzadeh, Afra Alishahi, Hosein Mohebbi
Transformer-based language models have shown an excellent ability to effectively capture and utilize contextual information. Although various analysis techniques have been used to…
Post-hoc Disentanglement of Textual and Acoustic Features in Pre-trained Speech Encoders
Hosein Mohebbi, Grzegorz Chrupała, Willem Zuidema +2
Pre-trained speech models build entangled internal representations, which capture a variety of features (e.g., pitch, loudness, syntax, or semantics of an utterance) in a distribut…
Perception of Phonological Assimilation by Neural Speech Recognition Models
Charlotte Pouw, Marianne de Heer Kloots, Afra Alishahi +1
Human listeners effortlessly compensate for phonological changes during speech perception, often unconsciously inferring the intended sounds. For example, listeners infer the under…
Encoding of lexical tone in self-supervised models of spoken language
Gaofei Shen, Michaela Watkins, Afra Alishahi +2
Interpretability research has shown that self-supervised Spoken Language Models (SLMs) encode a wide variety of features in human speech from the acoustic, phonetic, phonological,…