Browsing by Author "Bergelson, Elika"
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Item Open Access A Collaborative Approach to Infant Research: Promoting Reproducibility, Best Practices, and Theory-Building.(Infancy : the official journal of the International Society on Infant Studies, 2017-07) Frank, Michael C; Bergelson, Elika; Bergmann, Christina; Cristia, Alejandrina; Floccia, Caroline; Gervain, Judit; Hamlin, J Kiley; Hannon, Erin E; Kline, Melissa; Levelt, Claartje; Lew-Williams, Casey; Nazzi, Thierry; Panneton, Robin; Rabagliati, Hugh; Soderstrom, Melanie; Sullivan, Jessica; Waxman, Sandra; Yurovsky, DanielThe ideal of scientific progress is that we accumulate measurements and integrate these into theory, but recent discussion of replicability issues has cast doubt on whether psychological research conforms to this model. Developmental research-especially with infant participants-also has discipline-specific replicability challenges, including small samples and limited measurement methods. Inspired by collaborative replication efforts in cognitive and social psychology, we describe a proposal for assessing and promoting replicability in infancy research: large-scale, multi-laboratory replication efforts aiming for a more precise understanding of key developmental phenomena. The ManyBabies project, our instantiation of this proposal, will not only help us estimate how robust and replicable these phenomena are, but also gain new theoretical insights into how they vary across ages, linguistic communities, and measurement methods. This project has the potential for a variety of positive outcomes, including less-biased estimates of theoretically important effects, estimates of variability that can be used for later study planning, and a series of best-practices blueprints for future infancy research.Item Open Access A neurophysiological study into the foundations of tonal harmony.(Neuroreport, 2009-02-18) Bergelson, Elika; Idsardi, William JOur findings provide magnetoencephalographic evidence that the mismatch-negativity response to two-note chords (dyads) is modulated by a combination of abstract cognitive differences and lower-level differences in the auditory signal. Participants were presented with series of simple-ratio sinusoidal dyads (perfect fourths and perfect fifths) in which the difference between the standard and deviant dyad exhibited an interval change, a shift in pitch space, or both. In addition, the standard-deviant pair of dyads either shared one note or both notes were changed. Only the condition that featured both abstract changes (interval change and pitch-space shift) and two novel notes showed a significantly larger magnetoencephalographic mismatch-negativity response than the other conditions in the right hemisphere. Implications for music and language processing are discussed.Item Open Access Accuracy of the Language Environment Analysis System Segmentation and Metrics: A Systematic Review.(Journal of speech, language, and hearing research : JSLHR, 2020-04-17) Cristia, Alejandrina; Bulgarelli, Federica; Bergelson, ElikaPurpose The Language Environment Analysis (LENA) system provides automated measures facilitating clinical and nonclinical research and interventions on language development, but there are only a few, scattered independent reports of these measures' validity. The objectives of the current systematic review were to (a) discover studies comparing LENA output with manual annotation, namely, accuracy of talker labels, as well as involving adult word counts (AWCs), conversational turn counts (CTCs), and child vocalization counts (CVCs); (b) describe them qualitatively; (c) quantitatively integrate them to assess central tendencies; and (d) quantitatively integrate them to assess potential moderators. Method Searches on Google Scholar, PubMed, Scopus, and PsycInfo were combined with expert knowledge, and interarticle citations resulting in 238 records screened and 73 records whose full text was inspected. To be included, studies must target children under the age of 18 years and report on accuracy of LENA labels (e.g., precision and/or recall) and/or AWC, CTC, or CVC (correlations and/or error metrics). Results A total of 33 studies, in 28 articles, were discovered. A qualitative review revealed most validation studies had not been peer reviewed as such and failed to report key methodology and results. Quantitative integration of the results was possible for a broad definition of recall and precision (M = 59% and 68%, respectively; N = 12-13), for AWC (mean r = .79, N = 13), CVC (mean r = .77, N = 5), and CTC (mean r = .36, N = 6). Publication bias and moderators could not be assessed meta-analytically. Conclusion Further research and improved reporting are needed in studies evaluating LENA segmentation and quantification accuracy, with work investigating CTC being particularly urgent. Supplemental Material https://osf.io/4nhms/.Item Open Access At 6-9 months, human infants know the meanings of many common nouns.(Proc Natl Acad Sci U S A, 2012-02-28) Bergelson, Elika; Swingley, DanielIt is widely accepted that infants begin learning their native language not by learning words, but by discovering features of the speech signal: consonants, vowels, and combinations of these sounds. Learning to understand words, as opposed to just perceiving their sounds, is said to come later, between 9 and 15 mo of age, when infants develop a capacity for interpreting others' goals and intentions. Here, we demonstrate that this consensus about the developmental sequence of human language learning is flawed: in fact, infants already know the meanings of several common words from the age of 6 mo onward. We presented 6- to 9-mo-old infants with sets of pictures to view while their parent named a picture in each set. Over this entire age range, infants directed their gaze to the named pictures, indicating their understanding of spoken words. Because the words were not trained in the laboratory, the results show that even young infants learn ordinary words through daily experience with language. This surprising accomplishment indicates that, contrary to prevailing beliefs, either infants can already grasp the referential intentions of adults at 6 mo or infants can learn words before this ability emerges. The precocious discovery of word meanings suggests a perspective in which learning vocabulary and learning the sound structure of spoken language go hand in hand as language acquisition begins.Item Open Access Child-directed Listening: How Caregiver Inference Enables Children's Early Verbal Communication.(CoRR, 2021) Meylan, Stephan C; Foushee, Ruthe; Bergelson, Elika; Levy, Roger PHow do adults understand children's speech? Children's productions over the course of language development often bear little resemblance to typical adult pronunciations, yet caregivers nonetheless reliably recover meaning from them. Here, we employ a suite of Bayesian models of spoken word recognition to understand how adults overcome the noisiness of child language, showing that communicative success between children and adults relies heavily on adult inferential processes. By evaluating competing models on phonetically-annotated corpora, we show that adults' recovered meanings are best predicted by prior expectations fitted specifically to the child language environment, rather than to typical adult-adult language. After quantifying the contribution of this "child-directed listening" over developmental time, we discuss the consequences for theories of language acquisition, as well as the implications for commonly-used methods for assessing children's linguistic proficiency.Item Open Access Day by day, hour by hour: Naturalistic language input to infants.(Developmental science, 2019-01) Bergelson, Elika; Amatuni, Andrei; Dailey, Shannon; Koorathota, Sharath; Tor, ShaeliseMeasurements of infants' quotidian experiences provide critical information about early development. However, the role of sampling methods in providing these measurements is rarely examined. Here we directly compare language input from hour-long video-recordings and daylong audio-recordings within the same group of 44 infants at 6 and 7 months. We compared 12 measures of language quantity and lexical diversity, talker variability, utterance-type, and object presence, finding moderate correlations across recording-types. However, video-recordings generally featured far denser noun input across these measures compared to the daylong audio-recordings, more akin to 'peak' audio hours (though not as high in talkers and word-types). Although audio-recordings captured ~10 times more awake-time than videos, the noun input in them was only 2-4 times greater. Notably, whether we compared videos to daylong audio-recordings or peak audio times, videos featured relatively fewer declaratives and more questions; furthermore, the most common video-recorded nouns were less consistent across families than the top audio-recording nouns were. Thus, hour-long videos and daylong audio-recordings revealed fairly divergent pictures of the language infants hear and learn from in their daily lives. We suggest that short video-recordings provide a dense and somewhat different sample of infants' language experiences, rather than a typical one, and should be used cautiously for extrapolation about common words, talkers, utterance-types, and contexts at larger timescales. If theories of language development are to be held accountable to 'facts on the ground' from observational data, greater care is needed to unpack the ramifications of sampling methods of early language input.Item Open Access Differences in mismatch responses to vowels and musical intervals: MEG evidence.(PLoS One, 2013) Bergelson, Elika; Shvartsman, Michael; Idsardi, William JWe investigated the electrophysiological response to matched two-formant vowels and two-note musical intervals, with the goal of examining whether music is processed differently from language in early cortical responses. Using magnetoencephalography (MEG), we compared the mismatch-response (MMN/MMF, an early, pre-attentive difference-detector occurring approximately 200 ms post-onset) to musical intervals and vowels composed of matched frequencies. Participants heard blocks of two stimuli in a passive oddball paradigm in one of three conditions: sine waves, piano tones and vowels. In each condition, participants heard two-formant vowels or musical intervals whose frequencies were 11, 12, or 24 semitones apart. In music, 12 semitones and 24 semitones are perceived as highly similar intervals (one and two octaves, respectively), while in speech 12 semitones and 11 semitones formant separations are perceived as highly similar (both variants of the vowel in 'cut'). Our results indicate that the MMN response mirrors the perceptual one: larger MMNs were elicited for the 12-11 pairing in the music conditions than in the language condition; conversely, larger MMNs were elicited to the 12-24 pairing in the language condition that in the music conditions, suggesting that within 250 ms of hearing complex auditory stimuli, the neural computation of similarity, just as the behavioral one, differs significantly depending on whether the context is music or speech.Item Open Access Early Word Comprehension in Infants: Replication and Extension.(Lang Learn Dev) Bergelson, Elika; Swingley, DanielA handful of recent experimental reports have shown that infants of 6 to 9 months know the meanings of some common words. Here, we replicate and extend these findings. With a new set of items, we show that when young infants (age 6-16 months, n=49) are presented with side-by-side video clips depicting various common early words, and one clip is named in a sentence, they look at the named video at above-chance rates. We demonstrate anew that infants understand common words by 6-9 months, and that performance increases substantially around 14 months. The results imply that 6-9 month olds' failure to understand words not referring to objects (verbs, adjectives, performatives) in a similar prior study is not attributable to the use of dynamic video depictions. Thus, 6-9 month olds' experience of spoken language includes some understanding of common words for concrete objects, but relatively impoverished comprehension of other words.Item Open Access Examining early word learning and language input through a longitudinal, experimental, and observational lens(2022) Dailey, ShannonChildren learn hundreds of words in a few short years (e.g., Dale & Fenson, 1996; Fernald, Pinto, & Swingley, 1998), but there is wide variability between children (Fenson, 2007). Some of the variability in children’s language skills can be attributed to differences in their language input (e.g., generally, children who hear more words say more words; Huttenlocher, et al., 1991; Huttenlocher, et al., 2010). However, there are many other factors at play that may influence both children’s language input and their ability to learn from that input over time, such as their own cognitive, social, and linguistic developments (Bergelson, 2020). In this dissertation, I ask if differences in infants’ language input explain changes in their word comprehension, explain gender differences in their early language skills, or predict their later language outcomes years later.
In Chapter 1, I review prior work on variation in children’s language experience, how it maps onto their developing language skills, and how children’s own development may affect that input. Chapter 2 investigates how children's word comprehension develops across infancy in an eye-tracking study and a complementary corpus analysis. I find that infants gain semantic precision in word comprehension from age 0;6 to 1;6, but this improvement is not readily explained by changes in their at-home exposure to the tested words. Instead, children's improvements in word comprehension may be driven by cognitive and social developments that aid their word learning. Chapter 3 investigates if differences in children's early language input could drive gender differences in their early language skills. I replicate prior work finding girls have an early word production advantage, but I do not find evidence that they have different language input compared to boys. However, I find that children hear more words once they've said their first word, regardless of gender. These results suggest that children's language input does not vary by gender, but instead by their language abilities. In Chapter 4, I turn to investigating a longer timescale of language input and development. Do children's early language abilities and input in infancy predict their later language outcomes years later? I find that children's early language skills consistently predict their later language skills, and measures of children's early language input do not improve our predictions. In Chapter 5, I summarize and synthesize the results of these three studies and discuss implications and future directions of this work.
Across these three studies, I find that language input is not a strong predictor of differences in children’s language skills. Instead, my results suggest that other factors (such as children’s age, gender, and earlier language development) better predict children’s language outcomes.
Item Open Access HomeBank: An Online Repository of Daylong Child-Centered Audio Recordings.(Semin Speech Lang, 2016-05) VanDam, Mark; Warlaumont, Anne S; Bergelson, Elika; Cristia, Alejandrina; Soderstrom, Melanie; De Palma, Paul; MacWhinney, BrianHomeBank is introduced here. It is a public, permanent, extensible, online database of daylong audio recorded in naturalistic environments. HomeBank serves two primary purposes. First, it is a repository for raw audio and associated files: one database requires special permissions, and another redacted database allows unrestricted public access. Associated files include metadata such as participant demographics and clinical diagnostics, automated annotations, and human-generated transcriptions and annotations. Many recordings use the child-perspective LENA recorders (LENA Research Foundation, Boulder, Colorado, United States), but various recordings and metadata can be accommodated. The HomeBank database can have both vetted and unvetted recordings, with different levels of accessibility. Additionally, HomeBank is an open repository for processing and analysis tools for HomeBank or similar data sets. HomeBank is flexible for users and contributors, making primary data available to researchers, especially those in child development, linguistics, and audio engineering. HomeBank facilitates researchers' access to large-scale data and tools, linking the acoustic, auditory, and linguistic characteristics of children's environments with a variety of variables including socioeconomic status, family characteristics, language trajectories, and disorders. Automated processing applied to daylong home audio recordings is now becoming widely used in early intervention initiatives, helping parents to provide richer speech input to at-risk children.Item Open Access How music speaks to us(Nature, 2008-04-10) Poeppel, David; Bergelson, ElikaItem Open Access Look who's talking: A comparison of automated and human-generated speaker tags in naturalistic day-long recordings.(Behavior research methods, 2019-07-24) Bulgarelli, Federica; Bergelson, ElikaThe LENA system has revolutionized research on language acquisition, providing both a wearable device to collect day-long recordings of children's environments, and a set of automated outputs that process, identify, and classify speech using proprietary algorithms. This output includes information about input sources (e.g., adult male, electronics). While this system has been tested across a variety of settings, here we delve deeper into validating the accuracy and reliability of LENA's automated diarization, i.e., tags of who is talking. Specifically, we compare LENA's output with a gold standard set of manually generated talker tags from a dataset of 88 day-long recordings, taken from 44 infants at 6 and 7 months, which includes 57,983 utterances. We compare accuracy across a range of classifications from the original Lena Technical Report, alongside a set of analyses examining classification accuracy by utterance type (e.g., declarative, singing). Consistent with previous validations, we find overall high agreement between the human and LENA-generated speaker tags for adult speech in particular, with poorer performance identifying child, overlap, noise, and electronic speech (accuracy range across all measures: 0-92%). We discuss several clear benefits of using this automated system alongside potential caveats based on the error patterns we observe, concluding with implications for research using LENA-generated speaker tags.Item Open Access Mothers' Work Status and 17-month-olds' Productive Vocabulary.(Infancy : the official journal of the International Society on Infant Studies, 2019-01) Laing, Catherine E; Bergelson, ElikaLiterature examining the effects of mothers' work status on infant language development is mixed, with little focus on varying work-schedules and early vocabulary. We use naturalistic data to analyze the productive vocabulary of 44 17-month-olds in relation to mothers' work status (Full-time, Part-time, Stay-at-home) at 6 and 18 months. Infants who experienced a combination of care from mothers and other caretakers had larger productive vocabularies than infants in solely full-time maternal or solely other-caretaker care. Our results draw from naturalistic data to suggest that this care combination may be particularly beneficial for early lexical development.Item Open Access Nature and origins of the lexicon in 6-mo-olds.(Proc Natl Acad Sci U S A, 2017-11-20) Bergelson, Elika; Aslin, Richard NRecent research reported the surprising finding that even 6-mo-olds understand common nouns [Bergelson E, Swingley D (2012) Proc Natl Acad Sci USA 109:3253-3258]. However, is their early lexicon structured and acquired like older learners? We test 6-mo-olds for a hallmark of the mature lexicon: cross-word relations. We also examine whether properties of the home environment that have been linked with lexical knowledge in older children are detectable in the initial stage of comprehension. We use a new dataset, which includes in-lab comprehension and home measures from the same infants. We find evidence for cross-word structure: On seeing two images of common nouns, infants looked significantly more at named target images when the competitor images were semantically unrelated (e.g., milk and foot) than when they were related (e.g., milk and juice), just as older learners do. We further find initial evidence for home-lab links: common noun "copresence" (i.e., whether words' referents were present and attended to in home recordings) correlated with in-lab comprehension. These findings suggest that, even in neophyte word learners, cross-word relations are formed early and the home learning environment measurably helps shape the lexicon from the outset.Item Open Access Point, walk, talk: Links between three early milestones, from observation and parental report.(Developmental psychology, 2019-08) Moore, Charlotte; Dailey, Shannon; Garrison, Hallie; Amatuni, Andrei; Bergelson, ElikaAround their first birthdays, infants begin to point, walk, and talk. These abilities are appreciable both by researchers with strictly standardized criteria and caregivers with more relaxed notions of what each of these skills entails. Here, we compare the onsets of these skills and links among them across two data collection methods: observation and parental report. We examine pointing, walking, and talking in a sample of 44 infants studied longitudinally from 6 to 18 months. In this sample, links between pointing and vocabulary were tighter than those between walking and vocabulary, supporting a unified sociocommunicative growth account. Indeed, across several cross-sectional and longitudinal analyses, pointers had larger vocabularies than their nonpointing peers. In contrast to previous work, this did not hold for walkers' versus crawlers' vocabularies in our sample. Comparing across data sources, we find that reported and observed estimates of the growing vocabulary and of age of walk onset were closely correlated, while agreement between parents and researchers on pointing onset and talking onset was weaker. Taken together, these results support a developmental account in which gesture and language are intertwined aspects of early communication and symbolic thinking, whereas the shift from crawling to walking appears indistinct from age in its relation with language. We conclude that pointing, walking, and talking are on similar timelines yet distinct from one another, and discuss methodological and theoretical implications in the context of early development. (PsycINFO Database Record (c) 2019 APA, all rights reserved).Item Open Access Preserved Structure Across Vector Space Representations.(CoRR, 2018) Amatuni, Andrei; He, Estelle; Bergelson, ElikaCertain concepts, words, and images are intuitively more similar than others (dog vs. cat, dog vs. spoon), though quantifying such similarity is notoriously difficult. Indeed, this kind of computation is likely a critical part of learning the category boundaries for words within a given language. Here, we use a set of 27 items (e.g. 'dog') that are highly common in infants' input, and use both image- and word-based algorithms to independently compute similarity among them. We find three key results. First, the pairwise item similarities derived within image-space and word-space are correlated, suggesting preserved structure among these extremely different representational formats. Second, the closest 'neighbors' for each item, within each space, showed significant overlap (e.g. both found 'egg' as a neighbor of 'apple'). Third, items with the most overlapping neighbors are later-learned by infants and toddlers. We conclude that this approach, which does not rely on human ratings of similarity, may nevertheless reflect stable within-class structure across these two spaces. We speculate that such invariance might aid lexical acquisition, by serving as an informative marker of category boundaries.Item Open Access Semantic Specificity in One-Year-Olds’ Word Comprehension(Language Learning and Development, 2017-10-02) Bergelson, Elika; Aslin, Richard© 2017 Taylor & Francis Group, LLC. The present study investigated infants’ knowledge about familiar nouns. Infants (n = 46, 12–20-month-olds) saw two-image displays of familiar objects, or one familiar and one novel object. Infants heard either a matching word (e.g. “foot’ when seeing foot and juice), a related word (e.g. “sock” when seeing foot and juice) or a nonce word (e.g. “fep” when seeing a novel object and dog). Across the whole sample, infants reliably fixated the referent on matching and nonce trials. On the critical related trials we found increasingly less looking to the incorrect (but related) image with age. These results suggest that one-year-olds look at familiar objects both when they hear them labeled and when they hear related labels, to similar degrees, but over the second year increasingly rely on semantic fit. We suggest that infants’ initial semantic representations are imprecise, and continue to sharpen over the second postnatal year.Item Open Access The acquisition of abstract words by young infants.(Cognition, 2013-06) Bergelson, Elika; Swingley, DanielYoung infants' learning of words for abstract concepts like 'all gone' and 'eat,' in contrast to their learning of more concrete words like 'apple' and 'shoe,' may follow a relatively protracted developmental course. We examined whether infants know such abstract words. Parents named one of two events shown in side-by-side videos while their 6-16-month-old infants (n=98) watched. On average, infants successfully looked at the named video by 10 months, but not earlier, and infants' looking at the named referent increased robustly at around 14 months. Six-month-olds already understand concrete words in this task (Bergelson & Swingley, 2012). A video-corpus analysis of unscripted mother-infant interaction showed that mothers used the tested abstract words less often in the presence of their referent events than they used concrete words in the presence of their referent objects. We suggest that referential uncertainty in abstract words' teaching conditions may explain the later acquisition of abstract than concrete words, and we discuss the possible role of changes in social-cognitive abilities over the 6-14 month period.Item Open Access The Influence of Early Sensory and Linguistic Experience on Lexical Development(2023) Campbell, Erin E.Across four studies, we aim to understand how differential access to perceptual and linguistic information impacts early lexical development. To get traction on this question, we study the early word productions and language environment of young children born deaf or blind. In Chapter 1, we explore why differences in perception and language would influence the developing lexicon. In Chapter 2, we use clinical reports from state early intervention services for Deaf/Hard-of-Hearing (DHH) children to characterize the demographic, audiological, and intervention variability among this population, and identify predictors delays in vocabulary, diagnosis, and intervention. Chapter 3 turns to blind children and provides an in-depth look at the size and composition of early vocabulary, offering insight into how vision influences lexical development. In Chapter 4, we leverage vocabulary data from English-speaking congenitally-blind toddlers and deaf toddlers, relative to their typically-sighted/hearing peers, as well as two sets of deaf children learning American Sign Language. With this unique dataset, we explore how perceptual and linguistic access influence production of words with referents that children cannot physically perceive. Chapter 5 asks whether language input is affected by sensory impairment, with implications for how blind children may utilize the language input to build linguistic knowledge. Summarizing across these studies, we find that both blindness and deafness are associated with spoken vocabulary delays, although the mechanisms likely differ. We find that the magnitude of these delays is sensitive to characteristics of the exact diagnosis, highlighting the need for improved rates of early diagnosis and intervention for particular subsets of these populations. While the composition of vocabulary seems largely resilient to differences in perceptual experience, we find that children are selectively less likely to produce words that are highly and exclusively associated with the impaired modality. Lastly, we find that children’s language environments may differ as a function of their sensory abilities: blind children’s language environments contain longer utterances and less “here-and-now” talk. In conclusion, We show here the resilience of language development to various learning conditions and highlight the importance of language input in providing rich information in the absence of direct perceptual experience. These studies contribute valuable insights into language development in children with sensory impairments but also language development more broadly.
Item Open Access Variable wordforms, adaptable learners: evidence from real-time word comprehension and naturalistic corpora(2021) Moore, CharlotteWhen learning a language, typically-developing infants face the daunting task of learning both the sounds and the meanings of words. In this dissertation, we focus on a source of variability that complicates the one-to-one relationship between words and their meanings: wordform variability. In Chapter 1 we make a distinction between the micro timescale, where learning and acquisition can be observed during the comprehension of individual utterances, and the macro timescale, where a longitudinal lens can reveal intuitions about the speech that infants and toddlers can learn from. In Chapter 2, a corpus analysis confirms that infants hear more irregular verbs than irregular nouns. We then compare toddlers' phonological representations of irregular nouns and verbs to their regular counterparts in an eyetracking study. Toddlers demonstrate well-specified representations for verbs 8 months later than they do for nouns, but the sounds in irregular words are represented with high fidelity at the same time as regular words in both syntactic categories. In Chapter 3, an eyetracking study with adults explores word comprehension when coarticulation cues have been manipulated. Adults take available referents into account when they hear a word whose coarticulation cues match an unfamiliar word. We also find that participants vary in whether they map an unfamiliar word to an available unfamiliar object if the unfamiliar word is sufficiently similar to a relevant known word. In Chapter 4, we return to early childhood, using annotated data from a longitudinal corpus of naturalistic recordings from the lives of 6-17-month-old infants. In this corpus, we characterize and quantify wordform variability, and find that for high-frequency words, wordform variability may aid in word learning. Theoretical implications and next steps are discussed in Chapter 5. Taken together, this work suggests that throughout the lifespan, wordform variability is no problem for learners and can in some cases facilitate learning and comprehension.