An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents...

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T H E U N I V E R S I T Y O F E D I N B U R G H An HPSG-based Approach to Synchronous Speech and Deixis Katya Alahverdzhieva & Alex Lascarides School of Informatics, University of Edinburgh 18th International Conference on Head-Driven Phrase Structure Grammar University of Washington, Seattle August 25, 2011 Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 1 / 26

Transcript of An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents...

Page 1: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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An HPSG-based Approachto Synchronous Speech and Deixis

Katya Alahverdzhieva & Alex LascaridesSchool of Informatics, University of Edinburgh

18th International Conference on Head-Driven Phrase Structure GrammarUniversity of Washington, Seattle

August 25, 2011

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 1 / 26

Page 2: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Deictic gesture: range of usage

(a) And |ga as she Nsaidg |, it’san environmentally friendly uhmaterial . . .

(b) I |g PNenter myg |Napartment . . .

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Page 3: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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General Observation:

Distinct LFs:

1. Utterance (a)π1 : ∃m(material(m) ∧ environmentally -friendly(m))π2 : ∃s, g(she(s) ∧ said(e0, s, π1) ∧ loc(g , x , v(~px)) ∧ Identity(s, x))

π′1 : ∃m(material(m) ∧ environmentally -friendly(m))π′

2 : ∃s, g(she(s)∧ said(e0, s, π′1)∧classify(g , π′

1, v(~ps))∧Acceptance(g , π′1))

2. Utterance (b)π1 : ∃s, a, g(speaker(s) ∧ apartment(a) ∧ enter(e0, s, a)∧

loc(g , y , v(~py )) ∧ VirtualCounterpart(a, y))

π′1 : ∃s, a, g(speaker(s) ∧ apartment(a) ∧ enter(e0, s, a)∧

loc(g , e1, v(~pe1)) ∧ VirtualCounterpart(e0, e1))

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 3 / 26

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How can we get these interpretations?

Via a grammar for speech and deixis:

1. identifying the speech signal(s) semantically related with the gestureis a matter of attachment(s) in the grammar

2. relating the speech segment and the gesture is a matter of anunderspecified deictic rel(s,d) between the speech s content and thedeixis d content

3. resolving via pragmatics deictic rel(s,d) to Identity,VirtualCounterpart is logically co-dependent on (1)

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 4 / 26

Page 5: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Talk in a nutshell

I use the form of the speech signal, the form of the deixis signal andtheir relative timing to integrate speech + deixis into a single tree

I which maps to an (underspecified) meaningI via construction rules that

I impose temporal and linguistic constraints based on empiricallyextracted generalisations about well-formedness

I introduce an underspecified relation deictic rel(s,d)

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Page 6: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Main Challenges: Deixis Ambiguity

Outline

1 Main Challenges: Deixis Ambiguity

2 Empirical Investigation

3 Formal Modelling

4 Conclusions and Future Work

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Page 7: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Main Challenges: Deixis Ambiguity

Deixis Ambiguities (1)

The region pointed out is ambiguous

I What is the exact region when pointing in the direction of a bookusing 1-index finger?

I Ambiguity resolved via the synchronous NP, e.g., “the book”, “thetable”, “the book cover”

I ~c (tip of 1-index finger) + hand shape, location and orientationdetermine ~p (the region pointed out by the gesture)[Lascarides and Stone, 2009]

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 7 / 26

Page 8: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Main Challenges: Deixis Ambiguity

Deixis Ambiguities (2)

“Attachment” ambiguous

I Which constituent does the deixis along with “. . . as she said” attachto:

I “she”?I “as she said”?

I The grammar allows all attachments as they support distinctinterpretations in context, recall:

π1 : ∃m(material(m) ∧ environmentally -friendly(m))π2 : ∃s, g(she(s) ∧ said(e0, s, π1) ∧ loc(g , x , v(~px)) ∧ Identity(s, x))

π′1 : ∃m(material(m) ∧ environmentally -friendly(m))π′

2 : ∃s, g(she(s)∧ said(e0, s, π′1)∧classify(g , π′

1, v(~ps))∧Acceptance(g , π′1))

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 8 / 26

Page 9: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Main Challenges: Deixis Ambiguity

Deixis Ambiguities (3)

Ambiguous relation between speech and deixis

I in utterance (a), there’s identity between the gestured space and thephysical space ⇒ Identity

I in utterance (b), there’s no identity between the gestured space andthe physical space ⇒ VirtualCounterpart

I in the grammar, we connect speech content s and deixis content dthrough an underspecified deictic rel(s,d)

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 9 / 26

Page 10: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Empirical Investigation

Outline

1 Main Challenges: Deixis Ambiguity

2 Empirical Investigation

3 Formal Modelling

4 Conclusions and Future Work

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 10 / 26

Page 11: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Empirical Investigation

Empirical Investigation

I evidence in the literature for the interaction between speech prosodyand gesture performance, e.g., [Loehr, 2004], [Ebert et al., 2011],[Giorgolo and Verstraten, 2008]

I empirical validation through a corporal study of the interactionbetween gesture and nuclear prominence

Hypothesis

Deixis aligns with the nuclear pitch accents (PA). In case of pre-nuclearrise, deixis aligns with the pre-nuclear PA.

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 11 / 26

Page 12: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Empirical Investigation

Empirical Investigation, cont’dCorpora & Data Annotation

Corpora

I corpora: a 5.53 min recording from http://www.talkbank.org/,and observation IS1008c, speaker C fromhttp://corpus.amiproject.org/

l

Annotation

I Prosody Annotation: transcription, pitch accents (nuclear,non-nuclear or pre-nuclear) and prosodic phrases

I Gesture Annotation: hand movement (communicative vs.non-communicative), gesture phases (preparation, stroke, hold,retraction)

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 12 / 26

Page 13: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Empirical Investigation

Empirical Investigation, cont’dResults & Observations (1)

I temporal overlap between 86/87 deictic gestures and nuclear and/orpre-nuclear accented word

I alignment between gesture and nuclear prominence, and focussedelements

Example

(c) I keep Ngoing |guntil I NNhit Mass

NAve g |, I think . . .

(d) And then I Nturn. . . |g N left on NNMass

g | Ave . . .

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 13 / 26

Page 14: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Empirical Investigation

Empirical Investigation, cont’dResults & Observations (2)

I the semantically related speech element is not prosodically prominent

I if the gestured space is identical to the physical space

Example

And |g a as she Nsaidg |, it’s an environmentally friendly uh material

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Page 15: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Formal Modelling

Outline

1 Main Challenges: Deixis Ambiguity

2 Empirical Investigation

3 Formal ModellingDeixis Form and MeaningGrammar Rules for Combining Speech and Deixis

4 Conclusions and Future Work

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 15 / 26

Page 16: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Formal Modelling Deixis Form and Meaning

Modelling Form

Typed Feature Structures

communicative gesture deictic

Hand-shape: open-flat

Palm-orientation: vertical

Finger-orientation: forward

Hand-movement: downwards

Hand-location: ~c

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 16 / 26

Page 17: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Formal Modelling Deixis Form and Meaning

Modelling Meaning

Robust Minimal Recursion Semantics

h0

l1 : a1 : deictic q(i) RSTR(a1, h1) BODY (a1, h2)l2 : a2 : sp ref (g) ARG 1(a2, i) ARG 2(a2, v(~p))l2 : a3 : hand shape open flat(e0) ARG 1(a3, i)l2 : a4 : palm orient vertical(e1) ARG 1(a4, i)l2 : a5 : finger orient forward(e3) ARG 1(a5, i)l2 : a6 : hand move downwards(e5) ARG 1(a6, i)h1 =q l2

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Formal Modelling Grammar Rules for Combining Speech and Deixis

Rules for Integrating Speech and Deixis in the Grammar

Deictic Prosodic Word Constraint

Deictic gesture d attaches to the (pre-)nuclear accented word w if there’san overlap between the timing of w and the timing of d .

I The rule applied to “I enter my apartment” + deixis:I “enter” + deixis

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 18 / 26

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Formal Modelling Grammar Rules for Combining Speech and Deixis

Deictic Prosodic Word Constraint in Practice“enter” + deixis

DxV

phon 1

ss

cat 2

cont

hook[ltop l4

]

rels

lbl l4

pred deictic rel

arg0 e

arg1 e2

arg2 e1

⊕Vep ⊕ Dxep

lbl l1

pred deictic q

arg0 e1

rstr h1

body h2

,lbl l2

pred sp ref

arg0 g

arg1 e1

arg2 v(~p)

,lbl l2

pred deictic eps

arg0 e0

arg1 e1

hcons Dxhc

hhhhhhhhhhhhhhhhhh

((((((((((((((((((V

phon 1 prosodic-word

ss

cat 2

cont

hook

[ltop l4

ind e2

]

rels

Vep

lbl l4

arg0 e2

pred enter rel

Dx

ss |cont

hook

[ltop l2

ind i

]

rels Dxep

lbl l1

pred deictic q

arg0 i

rstr h1

body h2

,lbl l2

pred sp ref

arg0 g

arg1 i

arg2 v(~p)

,lbl l2

pred deictic eps

arg0 e0

arg1 i

hcons Dxhc

[harg h1

larg l2

]

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 19 / 26

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Formal Modelling Grammar Rules for Combining Speech and Deixis

Rules for Integrating Speech and Deixis in the Grammar

Deictic Head Argument Constraint

Deictic gesture d attaches to a (pre-)nuclear prominent head w saturatedwith its arguments if there is an overlap between the timing of d and thetiming of w .

I The rule applied to “I enter my apartment”:I “enter my apartment” + deixisI “I enter my apartment” + deixis

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 20 / 26

Page 21: An HPSG-based Approach to Synchronous Speech and DeixisDeixis aligns with the nuclear pitch accents (PA). In case of pre-nuclear rise, deixis aligns with the pre-nuclear PA. Alahverdzhieva

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Formal Modelling Grammar Rules for Combining Speech and Deixis

Rules for Integrating Speech and Deixis in the Grammar

Deictic Prosodic Word with Defeasible Constraint

Deictic gesture attaches to a non-prosodically marked element if themapping v from gestured space ~p to space in denotation v(~p) is identity.

I The rule applied to “And a as she said . . . ”:I “she” + deixis

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 21 / 26

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Conclusions and Future Work

Outline

1 Main Challenges: Deixis Ambiguity

2 Empirical Investigation

3 Formal Modelling

4 Conclusions and Future Work

Alahverdzhieva & Lascarides (HPSG 2011) HPSG Approach to Speech and Deixis August 25, 2011 22 / 26

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Conclusions and Future Work

Conclusions and Future Work

I well-established methods can be used for the form-meaning mappingof multimodal actions

I . . . achieved by a multimodal grammar which captures constraintsfrom the speech signal, the deictic signal and their relative timing

I the grammar rules are formalised in hpsg since it can interfaceprosody–syntax–semantics

I implementation of the theoretical findings into a grammar engineeringplatform, e.g., lkb/pet

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Conclusions and Future Work

Thank you!

Thanks to Nicholas Asher, Sasha Calhoun, Jean Carletta, JonathanKilgour, Ewan Klein and Mark Steedman for helpful discussions.

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Conclusions and Future Work

References I

Ebert, Cornelia and Evert, Stefan and Wilmes, Katharina.2011.Focus Marking via Gestures.In I. Reich et al. (eds.) Proceedings of Sinn & Bedeutung 15.Universaar - Saarland University Press: Saarbrucken, Germany.

Giorgolo, Gianluca and Frans Verstraten.2008.Perception of speech-and-gesture integration.In Proceedings of the International Conference on Auditory-VisualSpeech Processing 2008. pages 31–36.

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Conclusions and Future Work

References II

Loehr, Daniel.2004.Gesture and Intonation.Georgetown University, Washington DC.Doctoral Dissertation.

Lascarides, Alex and Matthew Stone.A Formal Semantic Analysis of Gesture.Journal of Semantics, 2009.

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