Linguistics 333: Human language and animal communication systems
UNC-Chapel Hill Linguistics
Spring 2025
Elliott Moreton
2025 April 30 (M): FINAL EXAM, 4 p.m.
2025 April 28 (M)
Project presentations
2025 April 28 (M)
Topics: Wrap-up and robin clinic.
Class:
- Course summary (handout, Canvas Resources)
- Robin projects
- Testing hypotheses (handout, Canvas).
- Presentation (handout, Canvas)
- Final report (handout, Canvas)
Assignments:
- Robin presentations April 28 (F)
- Final written report due May 5 M
- Final exam May 5 M
2025 April 25 (F)
Topics: Innately constrained learning in humans
Class:
Assignments:
- Forge ahead on robins. All robin-project handouts are now on Canvas,
in Resources > Robin project > Handouts.
- If you haven't succeeded in recording a bird, now is the time to give up
and ask for one from the archives.
2025 April 23 (W)
Topics: Do vervet monkeys have a lexicon?
Class:
- Robin check-in
- The human lexicon: Lots of learning required
- How much learning is involved in vervet alarm calls? (Seyfarth & Cheney; slides on Canvas)
Assignments:
- Berent et al. 2008 reactions due Monday the 28th at noon.
- Forge ahead on robins. All robin-project handouts are now on Canvas,
in Resources > Robin project > Handouts.
2025 April 21 (M)
Topics: Vocal production learning in non-human primates
Class:
- Robin check-in
- Discussion of Fischer & Hammerschmidt 2020 reading on plasticity (or not) of
non-human primate vocalizations.
- ICP: Genes and social behavior as predictors of call structure
in Campbell's monkeys (handout, based on Lemasson et al. 2011)
Assignment for 4/24 M: Read Berent et al. 2008, with
reading guide (on Canvas). Once again, please write short
answers to the reading-guide questions and post to the Forums
area. (Will count as final 1/3 of a homework. This is the last
non-robin assignment for this class.)
2025 April 18 (F) -- UNC CLOSED
2025 April 16 (W)
Topics: Critical (sensitive) periods in birdsong and language
acquisition.
Class:
- Sensitive periods (aka critical periods) in acquisition of birdsong and language
(slides on Canvas)
- HO: Testing hypotheses about robin song
- Windows users can get Perl free here.
- The Canvas folder, Resources > Robin Project (scroll to bottom of
Resources) now has subfolders for Handouts, Software, and Recordings.
Assignment for 4/23 W:
- Read Fischer & Hammerschmidt (2020, on Canvas), Sections
1, 2, and 5, about vocal learning (or not) in non-human
primates
- Forge ahead on robin project. Let me know if and when
you would like to meet about your hypotheses.
- Keep track of who is doing how much work, and make sure
it is divided fairly. (Remember, the assignment must be
handed in with a statement of who did what.)
2025 April 14 (M)
Topics:The auditory-template model of birdsong acquisition.
Class:
- Robin check-in
- The auditory-template model, discussed with reading reactions and slides (Canvas)
2025 April 11 (F)
Topics: Developmental stages of birdsong. Closed- vs. open-ended learners.
Class:
- "Closed-ended" vs. "open-ended" learners (Hultsch & Todt 2004)
- Stages of vocal production in a closed-ended learner
- Subsong
- Plastic song
- Crystallized song
- Examples:
- Zebra Finch (Nottebohm 1999;
audio)
- Northern Cardinal (Suthers 2004; audio on Canvas)
- Robin project HO #3: Segmentation
Assignment for 4/16 F: Please write up brief answers to the questions at
the end of today's slides as preparation for Friday's discussion of the auditory-template
model.
2025 April 9 (W)
Topics: Natural evidence for learning: Song dialects.
Class:
- Robin check-in
- Song dialects (slides, Canvas). Examples from
Assignment for 4/16 W:
- Read Catchpole & Slater 2008, Ch 3, pp. 49--60, on
birdsong learning (this is less than all of Ch. 3)
- Robins!
2025 April 7 (M)
Topics: Context for the acquisition unit. Innate songs.
Class:
- Tyrant flycatchers (Kroodsma 2005:79-89). Discussion based on reading reactions.
- Gibbons (Geissmann lab)
- Gibbon song handout (on Canvas)
- Watch videos
here
(T. Geissmann lab). For example, here is
a siamang duet
- Song of inter-species hybrids
Assignment for 4/14 M: Record one robin per partnership!
2025 April 4 (F)
Topics: Context for the acquisition unit.
Class:
- Go over MT 2.
- Vocal learning in non-humans: Why should linguists
care? (Slides, Canvas)
Assignments
- For 4/7 (M):
- Read Kroodsma 2005:79-89 on tyrant flycatchers;
listen to Tracks 20-23 from the Kroodsma CD.
- Ponder questions on last of today's slides; write up brief
answers for class discussion. Will count as 1/3 of a HW. To
be done as a partnership.
- For 4/14 M: Record one robin per partnership!
2025 April 2 (W)
Topics: Robin project. Making field recordings.
Class:
- MT 2.
- HO: Robin project overview
- Robin check-in: Recording
- HO: Recording robins
Assignment
- for 4/4 F (optional): Choose one question from MT 2;
figure out a better answer; write it up and hand it in
along with the midterm. (To be done individually.)
- for 4/11 F: Record one robin per partnership.
2025 March 31 (M)
MIDTERM 2: Combinatorial structure
2025 March 28 (F)
Topics: Combinatorial syntax with compositional semantics
in nonhumans?
Class:
- Discussion of Robinson (1984) on Cebus olivaceus,
following reading guide. Main points:
- Hockett (1960) design features, and Robinson's use of them
- Strategy for determining "meaning"
- "Meanings" of individual calls
- Syntactic rules for combining calls
- Semantic rules for combining call "meanings"
- Is it compositional? If so, is the compositional meaning
dependent on the syntax?
Assignment:
- For 3/31 M (pending): Prepare for Midterm 2 on combinatorial
structure.
2025 March 26 (W)
Topics: Combinatorial syntax and compositional semantics.
Class:
- Simple examples of combinatorial syntax supporting
compositional semantics in human language (slides, Canvas).
- Where have we seen...
- Combinatorial syntax in non-humans?
- Compositional "semantics" in non-humans?
- Combinatorial syntax supporting compositional semantics in
non-humans?
- Does the
bee dance
show compositional semantics? How is "phonetic" similarity
related to "semantic" similarity?
Assignment:
- For 3/28 F (pending): Read Robinson 1984 with reading
guide on Canvas
- For 3/31 M (pending): Prepare for Midterm 2 on combinatorial
structure.
2025 March 24 (M)
Topics: Inadequacy of finite-state machines for human syntax.
Class:
- Start Zoom
- Discuss Chomsky 1957 reading
- Apply Pumping Lemma for regular languages on Chomsky's examples
in (10).
- English analogues of (10): "The House that Noam Built" (Reich, 1977)
- Syntactic constituency as evidence against finite-state models of syntax.
Assignment
- for 3/28 F: Read Robinson (1984) on Cebus olivaceus,
with reading guide (Canvas).
- for 3/31 M: Prepare for Midterm 2 on combinatorial
structure. A midterm syllabus is on Canvas (Resources).
2025 March 21 (F)
Topics: Combinatorial complexity: The limits
of finite-state machines.
Class:
- Discuss HW 6, finite-state aspects of human phonology
- Prove that something is regular by exhibiting the machine.
- How to prove that something isn't regular?
- A general way of proving that a "language" can't be recognized
by a finite-state machine: the Pumping Lemma (slides, Canvas)
Assignment for Monday, March 24: Read
Chomsky 1957, Ch. 3, with reading guide (on Canvas). Think
about why the examples in (10) on p. 21 are not recognizable
by finite-state machines.
Announcement: Midterm 2 will be on 3/31 M. A
midterm syllabus can be found on Canvas.
2025 March 19 (W)
Topics: Combinatorial structure of primate vocalizations, as
exemplified by the titi monkey Callicebus moloch/Plecturocebus moloch (Robinson 1979).
Class:
- Slides: Levels of structure in titi-monkey vocalizations.
- What (if anything) have humans got that these monkeys don't?
- What are they communicating? How could we tell?
Assignment:
- For 3/21 F (pending): Do HW 6 on some finite-state
properties of human language.
2025 March 17 (M)
Topics: First-order Markov processes.
Class:
- Transition matrices and first-order Markov processes (slides, Canvas)
- Often, what's interesting is when it's not Markovian
- Example: Hermit Thrush song bout (Kroodsma 2005:255-267)
- Example: Black-Capped Chickadee calls (Hailman et al. 1987)
Assignment:
- For 3/19 W (pending): Read Robinson (1979) on Callicebus
moloch with reading guide (both on Canvas Resources).
- For 3/21 F: Do HW 6 on some finite-state properties of human language.
2025 March 7 (F)
Topics: Finite-state modelling of vocalization structure.
Class:
- Discussion of HW 5: Black-Chinned Hummingbird and Flammulated Attila
- Preparation for Robinson (1979) on Callicebus moloch
Assignment:
- For 3/17 M (pending): Read Kroodsma 2005:255-267 (song
syntax in the Hermit Thrush), and listen to the accompanying
sound file. Note use of words "senior honors
thesis".
- For 3/19 W: Read Robinson (1979) on Callicebus (Plecturocebus)
moloch with reading guide (both on Canvas Resources).
2025 March 5 (W)
Topics: Report from the field: Emma
Reinhardt (UNC-CH Biology) on combinatorial structure in
Lincoln's sparrows.
Assignment:
- For 3/7 F (pending): HW 5 (FSMs for Black-Capped Hummingbird,
Flammulated Attila)
- For 3/17 M (pending): Read Kroodsma 2005:255-267 (song syntax in
the Hermit Thrush), and listen to the accompanying sound
file. Note use of words "senior honors
thesis".
2025 March 3 (M)
Topics: Finite-state syntax in birdsong. In-class problems
using JFLAP.
Class:
- Introduction to finite-state machines (slides, Canvas Resources)
- Implementing finite-state machines using
JFLAP
- In-class examples: What do these machines do?
- Exercise: Constructing a finite-state recognizer for the
simulated
Black-Capped Chickadee corpus (based on Hailman et al.
1987). Hear an example
here (Xeno-Canto).
Assignment:
- For 3/7 F: HW 5 (FSMs for Black-Capped Hummingbird,
Flammulated Attila)
- For 3/17 M: Read Kroodsma 2005:255-267 (song syntax in
the Hermit Thrush), and listen to the accompanying sound
file. Note use of words "senior honors
thesis".
2025 Feb. 28 (F)
Topics: Finite-state syntax in birdsong. Discussion of
Honda & Okanoya 1999 reading. In-class problems using Praat.
Class:
- Start Zoom
- Combinatorial structure: Example from last time of
Song Sparrow songs. Recurring pieces, with other pieces
inside them.
- Need a way to build models of that structure --- grammars
distinguishing well-formed from ill-formed song types.
- Honda & Okanoya 1999: Using finite-state machines to
model Bengalese Finch song grammar.
- In-class demo:
- From raw audio data to segmented and labelled song
using Praat Text Grid.
- From transcription to transition diagram.
2025 Feb. 26 (W)
Topics: Structure in vocalizations.
Class:
- What is structure?
- Example: Humans. HO: "Language in a nutshell" (Canvas)
- Example: Birdsong cases from the Catchpole & Slater 2008 reading.
- ICP: The song repertoire of a
Song Sparrow (Melospiza melodia)
(Kroodsma 2005:59-60, Track 17, on Canvas).
- Hockett (1960)'s "design features" in human language and Song Sparrow
song: Discreteness.
Assignment for 2/28 F:
- Read Honda & Okanoya 1999, and listen to the accompanying sound
files (courtesy of K. Okanoya). (On Canvas, with reading guide.)
- Install the
JFLAP
state-machine simulator, and check that you can run it. Mac users
may need to install an older version, like 6.4.
2025 Feb. 24 (M)
Topics: Comparative-phonetics midterm.
Hockett's "design features"
Class:
- Go over MT 1
- Discussion of Hockett 1960, with reading guide (Canvas).
Here's more information about the
Western Meadowlark (Birds of the World)
- "Song types", illustrated with Eastern Towhee (Kroodsma 2005, Track 49)
Assignment for 2/26 W: Read Catchpole & Slater 2008, Ch. 8,
through end of Section 3 on p. 215 (Canvas).
2025 Feb. 21 (F)
MIDTERM 1: Primate and avian phonetics
Assignment: for 2/24 M: Read Hockett 1960, with reading guide
(both on Canvas Resources)
2025 Feb. 19 (W) --- Cancelled due to snow
2025 Feb. 17 (M)
Topics: Songbird phonetics: Syringeal source
and suprasyringeal filter.
Class:
- Uni- and bilateral phonation (Suthers 1999):
unilateral, sequential, alternating, independent.
(Slides from last time.)
- Filter: Suprasyringeal vocal tract (new slides)
- Trachea (Daley & Goller 2004)
- Larynx (Bock 1978)
- Mouth, tongue, and beak (Hoese et al. 2000; Nelson et al. 2005,
Riede et al. 2006, Suthers et al. 2016)
Assignment: Review for MT 1 on 2/19 W.
2025 Feb. 14 (F)
Topics: Phonetic potential of nonhuman primate vocal tracts.
Class:
- Discussion of HW 4
- Human language and non-human primate vocal tracts
- What consonants could the chimpanzee vocal tract
potentially support?
- Putting that together with what we've read about
possible vowels, tones, and phonation types, what
can we say about the potential phonetic inventory?
- How much is needed for human-like language?
- Bilateral phonation in the song of the American Robin
- Oscine lungs and syrix (slides, Canvas)
- Flow of air through air sacs and lungs in birds
(animation
here (G. Ritchison))
- Oscine syrinx. Images
here (G. Ritichison).
Assignment:
- For 2/17 M Read rest of Suthers 1999 on bird vocal
anatomy, with reading guide (Canvas Resources)
- For 2/19 W: Review for Midterm 1
2025 Feb. 12 (W)
Topics: Comparative primate vocal anatomy and
function: III. Vocal tracts and phonetic potential of living
non-human primates.
Class:
Assignment:
- For 2/14 F: HW 4, the "humanzee" and robins
- For 2/14 F and 2/17 M Read Suthers 1999 on bird vocal
anatomy, with reading guide (Canvas Resources)
- For 2/19 W: Review for Midterm 1 (midterm syllabus is on Canvas)
2025 Feb. 7 (F)
Topics: Comparative primate vocal anatomy and
function: II. Reconstructed vowel space of Neanderthals.
Class:
- Discuss Lieberman 2007 on reconstruction of Neanderthal
vocal-tract anatomy and vowel space, with reading-guide handout
- Neanderthals, their anatomical and behavioral differences
from modern humans
- Vowel space of modern non-human primates (Owren 1997)
- Low larynx as costly adaptation for speech
- Lieberman's arguments about the shape of the Neanderthal
supralaryngeal vocal tract
- Lieberman's inferences about the associated vowel space
- Implications for language capacity
- Your thoughts?
Assignment:
- For 2/12 W: Read Fitch et al. 2016 on the potential non-human primate vowel space,
with reading guide (Canvas Resources)
- For 2/14 F: HW 4, the "humanzee" and robins
- For 2/19 W: Review for Midterm 1
2025 Feb. 5 (W)
Topics: Comparative primate vocal anatomy
and function: I. The larynx.
Class:
- Phonetic potential of NHP larnyngeal source (slides on Canvas)
- Human use of f0 and voice quality in
Mpi
(Ladefoged)
- Finish reading guide for Lieberman 2007
Assignment For 2/7 F: Finish reading
Lieberman 2007, with reading guide (both on Canvas)
2025 Feb. 3 (M)
Topics: Sheep, lambs, and humans.
Class:
- HW 3 (sheep/lamb)
- Main points:
- Source/filter independence
- Relationship between size on the one hand,
f0 and formants on the other
- Relation between vowel articulation, F1, and F2
- Sheep/lamb measurements (not all possible!)
- Vocal-tract length calculations
- Human vowel space
- Begin reading guide for Lieberman 2007 paper.
Assignment for 2/7 F: Read Lieberman (2007) with
reading guide (both on Canvas Resources).
2025 Jan. 31 (F)
Topics: Human vowels III: Perturbation theory applied to vowel features.
Class:
- Start Zoom
- Finish off in-class problem from last time (formants vs. harmonics)
- Perturbation theory: effects of rounding, height, backness (slides, Canvas).
- (Time permitting:) In-class problem: Estimating vocal-tract length from
the formants of schwa-like vocalizations. Using the formant-dispersion method that
we read about in the Fitch (2000) article, please estimate VT lengths for
-
this cow (Bos taurus))
-
this roe deer (Capreolus capreolus) (good view at time-stamp 82.5 s with wide-band spectrogram)
Assignment:
- For 2/3 M: HW 3 (sheep/lamb), with partner!
Assignment and audio files are on Canvas in the "Assignments"
area.
2025 Jan. 29 (W)
Topics: Human vowels II: perturbation theory
Class:
- Mapping the uniform tube onto vocal-tract landmarks
- Vowel articulations and nodes and antinodes (slides, Canvas)
- In-class problem: Formants vs. harmonics (handout on paper; also on Canvas)
- (Time permitting:) In-class problem: Estimating vocal-tract length from
the formants of schwa-like vocalizations. Using the formant-dispersion method that
we read about in the Fitch (2000) article, please estimate VT lengths for
-
this cow (Bos taurus))
-
this roe deer (Capreolus capreolus) (good view at time-stamp 82.5 s with wide-band spectrogram)
Assignment:
- Continue on HW 3 (due 2/3 M)
- Mull over the Johnson 2012 Ch. 6 Sect. 2 reading. How is it
connected with the Ladefoged & Disner 2012 Ch. 12 reading?
- Bring a hand mirror to class on Monday
2025 Jan. 27 (M)
Topics: Human vowels I: nodes and antinodes
Class:
- Nodes and antinodes: What they are, and why they matter.
- Demonstration with actual tube, and
simulation (W. Fendt).
- Demo of acoustic vowel space using Praat New > Sound > Create Sound from
Vowel Editor
- Preview of perturbation theory (Johnson 2012 Ch. 6 Sect. 2)
- Partner assignments. Start HW 3 in class.
Assignment:
- For 1/29 W:
- Read Johnson 2012, Ch. 6, Section 2 only (Canvas)
- Read Ladefoged & Disner 2012, Ch. 12 (Canvas)
- For 2/3 M: HW 3 (sheep/lamb), with partner!
Assignment and audio files are on Canvas in the "Assignments"
area.
2025 Jan. 24 (F)
Topics: Position of the larynx in humans and other mammals.
Class:
- Discussion of the Fitch (2000) paper
- HO: Fitch 2000 reading guide (Canvas, from last time)
- HO: Laryngeal position (Canvas, new this time)
-
X-ray movie of human vocalization.
-
X-ray movie of human swallowing. Another one can be
found on this page.
- X-ray movie of a dog drinking.
- Partnership questionnaire (5 minutes)
Assignment::
- For 1/29 W: Read Johnson 2012, Ch. 6, Section 2 only (Canvas)
2025 Jan. 22 (W)
Topics: Varying laryngeal position in red deer (Fitch & Reby 2001)
Class:
- Start Zoom
- Discussion of Fitch & Reby (2001), with reading guide
- In-class problem: Estimating vocal-tract length from
the formants of schwa-like vocalizations
- Preview of Fitch 2000.
Assignment for 1/25 F: Read
- Fitch, W. Tecumseh.
2000. The phonetic potential of nonhuman vocal tracts: comparative
cineradiographic observations of vocalizing animals.
Phonetica 57(2-4):205-218 (Canvas)...
- ... using the Reading Guide (also Canvas, same folder)
- Listen to example vocalizations of
pigs,
goats,
dogs
(there's no video till 2:26), and
cotton-top tamarins
2025 Jan. 17 (F)
Topics: Resonances of a half-open tube; formants of schwa.
Class:
- Reprise:
- Source/filter model of mammalian vocalization
- Effect of tubular filter on source (glottal) spectrum
- Why does schwa have formants where it does? (HO and slides, Canvas)
- Echoes in the half-open tube
(audio)
- Destructive and constructive interference
- Resonant frequencies: F1, F2, F3, ... (formants)
- How are the formant frequencies related to the length of the tube?
- Preview of Fitch & Reby 2001
Announcement: Office hours are still W 1-2 and Th 1-2.
Assignment for 1/22 W:
- Read Fitch & Reby 2001 article (Canvas) with reading guide (Canvas).
- See and hear a red-deer/elk roar
here
- An audio file is
here.
To view it in Praat,
try the following spectrogram settings: View Range 0 to 2000 Hz,
Window Length 0.05s.
2025 Jan. 15 (W)
Topics: Source/filter theory. Empirical filtering properties
of half-open tube.
Class:
- Source/filter reprise
- Spectrum of schwa (slides on Canvas):
- Synthetic glottal waveform,
F0 = 100 Hz (similar to Johnson 2012, Figures 2.1 and 2.2)
- How that
actually comes out when played through cheap headphones
- Schwa made
by attaching headphone to 17.5-cm cardboard cylinder
- Demo: Resonances of a half-open cylinder (see slides on Canvas)
Assignment for 1/17 F: Read Johnson 2012, Ch. 2, Sections 1, 3,
and 4.
This simulation may help (W. Fendt).
2025 Jan. 13 (M)
Topics: The source-filter model of mammalian vocal production.
The larynx and phonation. f0. The glottal wave.
Class:
- Return HW 1 (Technology).
- Go over HW 2 (Praat/gibbon).
- Intro to the source-filter model of mammalian vocal production
(slides on Canvas)
- Demonstration of acoustic filtering by a half-open tube.
- Source: The larynx (vocal-fold vibration)
- Anatomy and physiology
- Phonation in real time (movie from Edmonson & Esling 2006,
on Canvas)
- Control of frequency by
stretching and relaxing vocal folds (J. Thomas, YouTube).
(Note: This video is stroboscopic, so the vocal folds may
look like they aren't vibrating.)
- Four larynges
singing together
- Acoustics of the unfiltered glottal wave
2025 Jan. 10 (F)
Topics: Simple and complex periodic sounds.
Before class: The assignment for today involved
downloading
this audio file.
Make sure you have it, and open it up in Praat.
Class:
- Using the Edit function to listen and look (helpful handout
from Jen Smith is
here).
- The waveform display. The time cursor. Zooming. Selecting an
interval.
- Configuring the spectrogram display with
Spectrum:Spectrogram settings...
- Frequency display range: 0 to 10000 Hz
- Analysis window: 0.05 s
- Simple periodic sounds
- Physically simple
(
simple harmonic motion)
- Simple psychophysics (auditory-nerve fibers tuned to specific
frequencies)
- Elementary (Fourier's theorem).
Hence, appears as single trace on spectrogram.
- Example: Measuring fundamental frequency (on waveform, on
spectrogram) using Hill Partridge song from HW 1. (Note: For
detailed information on any bird species, visit the
Birds of the World site. Onyen required.)
- Complex periodic sounds
- Start on HW 2.
Assignment for 1/13 M:
- Do HW 2. The sound file is
here
(Geissmann gibbon-lab site). There is a new Discussion
thread about this HW.
- Read Denes & Pinson 1993, Chapter 4, pp. 47-64 (overview of
human vocal-tract anatomy and phonation) (Canvas Resources)
2025 Jan. 8 (W)
Topics: Course organization. Praat. Intro to sound.
Class:
Assignment for 1/10 (F):
- Read Johnson 2012, Chapter 1, pp. 7--19 (Canvas), an
overview of sound. (Those are the page numbers as printed
in the book, not the pages of the pdf file.)
- HW 1, "Technology" (Canvas, Assignments)
- Bring a laptop computer to class that day