Speech perception: a model of word recognition

October 24, 2024 Β· Declared Dead Β· πŸ› European Physical Journal B : Condensed Matter Physics

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Authors Jean-Marc Luck, Anita Mehta arXiv ID 2410.18590 Category cond-mat.stat-mech Cross-listed cs.CL Citations 0 Venue European Physical Journal B : Condensed Matter Physics Last Checked 6 months ago
Abstract
We present a model of speech perception which takes into account effects of correlations between sounds. Words in this model correspond to the attractors of a suitably chosen descent dynamics. The resulting lexicon is rich in short words, and much less so in longer ones, as befits a reasonable word length distribution. We separately examine the decryption of short and long words in the presence of mishearings. In the regime of short words, the algorithm either quickly retrieves a word, or proposes another valid word. In the regime of longer words, the behaviour is markedly different. While the successful decryption of words continues to be relatively fast, there is a finite probability of getting lost permanently, as the algorithm wanders round the landscape of suitable words without ever settling on one.
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