Computational and Experimental Methods

The Sapir-Whorf hypothesis and probabilistic inference: Evidence from the domain of color

Emily Cibelli
Yang Xu
Joseph Austerweil
Thomas Griffiths
Terry Regier
2016

The Sapir-Whorf hypothesis holds that our thoughts are shaped by our native language, and that speakers of different languages therefore think differently. This hypothesis is controversial in part because it appears to deny the possibility of a universal groundwork for human cognition, and in part because some findings taken to support it have not reliably replicated. We argue that considering this hypothesis through the lens of probabilistic inference has the potential to resolve both issues, at least with respect to certain prominent findings in the domain of color cognition. We explore...

Many neighborhoods: Phonological and perceptual neighborhood density in lexical production and perception

Susanne Gahl
Julia Strand
2016

We examine the relationship of lexical representations, pronunciation variation, and word recognition, by investigating effects of two lexical variables: Phonological Neighborhood Density (the number of words that can be formed by a single phoneme substitution, addition, or deletion from the target word), as well as a measure of the perceptual similarity of a target word to other words in the lexicon. We show that perceptual similarity to other words affects recognition, but not production. Phonological Neighborhood Density, on the other hand, affects both word durations and...

A Bayesian Phylogenetic Classification of Tupí-Guaraní

Lev Michael
Natalia Chousou-Polydouri
Keith Bartolomei
Erin Donnelly
Vivian Wauters
Sérgio Meira
Zachary O'Hagan
2015

This paper presents an internal classification of Tupí-Guaraní based on lexical data from 30 Tupí-Guaraní languages and 2 non-Tupí-Guaraní Tupian languages, Awetí and Mawé. A Bayesian phylogenetic analysis using a generalized binary cognate gain and loss model was carried out on a character table based on the binary coding of cognate sets, which were formed with attention to semantic shift. The classification shows greater internal structure than previous ones, but is congruent with them in several ways.

A test of coding procedures for lexical data with Tupí-Guaraní and Chapacuran languages

Natalia Chousou-Polydouri
Joshua Birchall
Sérgio Meira
Zachary O’Hagan
Lev Michael
2016

Recent phylogenetic studies in historical linguistics have focused on lexical data. However, the way that such data are coded into characters for phylogenetic analysis has been approached in different ways, without investigating how coding methods may affect the results. In this paper, we compare three different coding methods for lexical data (multistate meaning-based characters, binary root-meaning characters, and binary cognate characters) in a Bayesian framework, using data from the Tupí-Guaraní and Chapacuran language families as case studies. We show that, contrary to prior...

Perceptual integration of acoustic cues to laryngeal contrasts in Korean fricatives

Sarah Lee
Jonah Katz
2016

This paper provides evidence that multiple acoustic cues involving the presence of low-frequency energy integrate in the perception of Korean coronal fricatives. This finding helps explain a surprising asymmetry between the production and perception of these fricatives found in previous studies: lower F0 onset in the following vowel leads to a response bias for plain [s] over fortis [s*], despite the fact that there is no evidence for a corresponding acoustic asymmetry in the production of [s] and [s*]. A fixed classification task using the Garner paradigm provides evidence that low...

The influence of lexical statistics on temporal lobe cortical dynamics during spoken word listening

Emily Cibelli
Matthew Leonard
Keith Johnson
Edward F. Chang
2015

Neural representations of words are thought to have a complex spatio-temporal cortical basis. It has been suggested that spoken word recognition is not a process of feed-forward computations from phonetic to lexical forms, but rather involves the online integration of bottom-up input with stored lexical knowledge. Using direct neural recordings from the temporal lobe, we examined cortical responses to words and pseudowords. We found that neural populations were not only sensitive to lexical status (real vs. pseudo), but also to cohort size (number of words matching the phonetic input at...

The auditory representation of speech sounds in human motor cortex

Connie Cheung
Liberty S. Hamilton
Keith Johnson
Edward F. Chang
2016

In humans, listening to speech evokes neural responses in the motor cortex. This has been controversially interpreted as evidence that speech sounds are processed as articulatory gestures. However, it is unclear what information is actually encoded by such neural activity. We used high-density direct human cortical recordings while participants spoke and listened to speech sounds. Motor cortex neural patterns during listening were substantially different than during articulation of the same sounds. During listening, we observed neural activity in the superior and inferior regions of...

High-Resolution, Non-Invasive Imaging of Upper Vocal Tract Articulators Compatible with Human Brain Recordings

Kristofer E. Bouchard
David F. Conant
Gopala K. Anumanchipalli
Benjamin Dichter
Kris S. Chaisanguanthum
Keith Johnson
Edward F. Chang
2016

A complete neurobiological understanding of speech motor control requires determination of the relationship between simultaneously recorded neural activity and the kinematics of the lips, jaw, tongue, and larynx. Many speech articulators are internal to the vocal tract, and therefore simultaneously tracking the kinematics of all articulators is nontrivial — especially in the context of human electrophysiology recordings. Here, we describe a noninvasive, multi-modal imaging system to monitor vocal tract kinematics, demonstrate this system in six speakers during production of nine American...