Title: Agust
1The Effect of Contour Type andEpistemic Modality
on theAssessment of Speaker Certainty
- Agustín Gravano1 Stefan Benus2 Julia
Hirschberg1 - Elisa Sneed German3 Gregory Ward3
1 Columbia University 2 Univerzity Konštantína
Filozofa 3 Northwestern University
2Overview
- Previous researchers disagree about the role of
epistemic would in utterance interpretation. - A Whos the British woman over there?
- B That would be J. K. Rowling.
- Epistemic would conveys...
- Tentativeness (Palmer 1990, Perkins 1983)
- A high degree of speaker certainty (Ward et al.
2003)
3Overview
- What is the relation between epistemic would and
perceived speaker certainty? - What role does the intonational contour play?
- Two perception experiments
- Textual condition
- Spoken condition
4Epistemic modality
- Marks the speakers estimation of the likelihood
that a certain proposition is true in context. - A Whos the British woman over there?
- B That must be J. K. Rowling.
- That could be J. K. Rowling.
- That might be J. K. Rowling.
- How is the perception of speaker certainty
affected by the use of epistemic would? - That would be J. K. Rowling.
5Perception Study 1 Textual ConditionTask
Overview
- Participants were
- 1) Presented with written dialogues.
- 2) Asked to assess the speaker certainty of a
target utterance.
6Perception Study 1 Textual Condition Materials
- Context David is at his desk when a co-worker
knockson the door. - Co-worker David, I'm looking for this guy
named Frank Jackson. - David Thats the new guy.
- or
- That would be the new guy.
7Perception Study 1 Textual ConditionExperiment
Design
- Each session contained 60 tokens
- 20 stimuli (only one stimulus from each set)
- 40 fillers without any of the target
constructions - Presented in a random order.
- Participants rated the perceived certainty of
each token on a 5-degree Likert scale - Very uncertain, Somewhat uncertain, Neither
certain nor uncertain, Somewhat certain, Very
certain.
8Perception Study 1 Textual ConditionComputer
Interface
9Perception Study 1 Textual ConditionCollected
Data
- 12 participants (8 female, 4 male, mean age
20.3) - 240 data points (120 would be, 120 is)
- Participants responses were
- 1) Converted into numeric values
- Very uncertain ? ?2
- Somewhat uncertain ? ?1
- Neither certain nor uncertain ? 0
- Somewhat certain ? 1
- Very certain ? 2
- 2) Normalized using z-scores.
10Perception Study 1 Textual ConditionResults
- Mean certainty of
- would be tokens ?0.13 1.11
- is tokens ?0.03 1.04
- One-way ANOVA No significant difference.
- No evidence of a difference in perceived
certainty between modal would and indicative be,
in a textual condition.
11 - What is the case in a spoken condition?
- How is the perception of speaker certainty
affected by - the use of epistemic would?
- the use of a particular intonational contour?
12Perception Study 2 Spoken ConditionTask Overview
- Participants were
- 1) Presented with written dialogues and a
recorded target utterance. - 2) Asked to assess the speaker certainty of each
target utterance.
13Perception Study 2 Spoken ConditionComputer
Interface
14Perception Study 2 Spoken ConditionIntonational
Contours
- Simple declarative contour (H) H L- L
- Downstepped contour H !H (!H) L- L
- Yes-no-question contour (L) L H- H
15Perception Study 2 Spoken ConditionMaterials
- 20 stimulus sets, each with six variations of the
same utterance ( 120 files) - Recorded by a non-professional male speaker of
American English in a sound-proof booth.
declarative downstepped yn-question
would be
is
16Perception Study 2 Spoken ConditionExperiment
Design
- Each session contained 60 tokens
- 20 stimuli (only one stimulus from each set)
- 40 fillers (with all 3 contours 13 dec, 13 ds,
14 yn) - Presented in a random order.
- Participants rated the perceived certainty of
each token on the same 5-degree Likert scale - Very uncertain, Somewhat uncertain, Neither
certain nor uncertain, Somewhat certain, Very
certain.
17Perception Study 2 Spoken ConditionCollected
Data
- 30 participants (24 female, 6 male, mean age
21.4) - 600 data points
- Again, participants responses were
- 1) Converted into numeric values.
- 2) Normalized using z-scores.
declarative downstepped yn-question
would be 100 100 100
is 100 100 100
18Perception Study 2 Spoken ConditionResults
- No interaction between Contour and Modality.
- For all 3 contours would be gt is
- For both modalitiesdownstepped gtdeclarative
gtgtyn-question - (All stat. significant.)
19Conclusions
- Epistemic would conveys...
- Tentativeness.
- A high degree of speaker certainty.
- would be gt is
- However, the choice of intonational contour has a
stronger impact on perceived certainty. - downstepped gt declarative gtgt yn-question
20Future Work
- Production study
- Before the textual perception study, the same 12
participants recorded each target utterance. - What contours were used to convey different
degrees of speaker certainty?
21The Effect of Contour Type andEpistemic Modality
on theAssessment of Speaker Certainty
- Agustín Gravano1 Stefan Benus2 Julia
Hirschberg1 - Elisa Sneed German3 Gregory Ward3
1 Columbia University 2 Univerzity Konštantína
Filozofa 3 Northwestern University
22Extra slideSample Stimuli
- A I think the kids are tired of the water park.
Maybe we should take them someplace else. - B What's the Six Flags theme park located in
Gurnee? - A That is, would be Great America.
- A What a great party!
- B Yeah, but we're stuck cleaning up all the
crap. - A Hey, somebody left their iPod out on the
floor. - B That is, would be my roommate.
23Extra slideCertainty Mean and StDev
24Extra slideFillers
tokencount certainty mean stdev
downstepped 390 0.667 0.435
declarative 390 0.605 0.459
yn-question 420 ?1.299 0.392
ANOVA Significant difference (F(2, 1197)
2778.2, p0) Tukey test Difference is
significant (95) for dsgtyn and decgtyn, and
approaches significance for dsgtdec.
25Extra slideEpistemic would Form
- Restricted to intransitive sentences
- SUBJECT would VERB POST-VERBAL CONSTITUENT
- Corpus study (Birner et al. 07)
- 246 naturally-occurring tokens, from oral and
written sources - Most frequent subjects are demonstratives (79)
- Nearly all verbs are be (98)
- Post-verbal constituent is typically, but not
necessarily, a noun phrase.