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Simulation Semantics. Ben Bergen Tuesday Seminar October 7, 2003. Thanks. Jerome Feldman Susanne Gahl Art Glenberg Teenie Matlock Shweta Narayan Srini Naryanan Terry Regier Amy Schafer. The basic question. What is meaning?. The logical solution.

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Simulation Semantics


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simulation semantics

Simulation Semantics

Ben Bergen

Tuesday Seminar

October 7, 2003

thanks
Thanks
  • Jerome Feldman
  • Susanne Gahl
  • Art Glenberg
  • Teenie Matlock
  • Shweta Narayan
  • Srini Naryanan
  • Terry Regier
  • Amy Schafer
the basic question
The basic question
  • What is meaning?
the logical solution
The logical solution
  • One popular answer is that meaning is like a formal logic system
    • Words map onto pieces of logical statements
    • Verbs map onto predicates
    • Nouns identify arguments of those predicates
the logical solution1
The logical solution
  • LanguageJohn climbed the tree
  • Logical Form climbed(John,tree)
the logical solution2
The logical solution
  • Problem 1: We’re terrible at logic
  • Problem 2: We understand language before logic
  • Problem 3: What does “Hi” mean, logically?
  • Problem 4: No empirical evidence language users perform logical operations during language use
  • Problem 5: Even if meaning involves logic, this just pushes back the question of meaning - what does it mean for climbed(John,tree) to be meaningful?
situating meaning
Situating meaning
  • One partial solution to the problem of what the logic means is to say that it’s about the world
  • Once you have a logical representation of the meaning of a sentence, you can interpret it in terms of the world
  • John climbed the tree is true if and only if some particular John climbed some particular tree
situated meaning
Situated meaning
  • LanguageJohn climbed the tree
  • Logical Form climbed(John,tree)
  • World climbed5(John10,tree47)
situating meaning1
Situating meaning
  • Problem 1: We have incomplete knowledge of the world
  • Problem 2: Some of our world knowledge is created through language, and thus cannot presuppose it. (What’s a Jabberwocky?)
  • Problem 3: Many to most of the semantic distinctions we can make have to do with our interpretation of the world, not the world itself
  • The dresser runs along the wall vs. The dresser leans against the wall.
  • John isn’t stingy, he’s thrifty.
  • Problem 4: When we say that meaning is about the world, what does that mean is going on inside a language user’s head?
how about embodiment
How about embodiment?
  • One candidate solution is the idea of embodiment (Lakoff 1987, Langacker 1991, Talmy 2000)
  • Language gains meaning through embodied experiences that the language user has had, that the language relates to
  • So language is meaningful by evoking recollection of past experiences, often combined in new ways
simulation
Simulation
  • Understanding language requires the language user to simulate, that is, mentally imagine, the content of the utterance
  • If I say “The pink elephants danced across the stage”, you have to imagine the scene
  • If I say “John climbed the tree”, you imagine a human male climbing a tree and experience motor and perceptual content of performing and/or observing the action
  • That’s what it means for that sentence to be meaningful - communication is mind control
i don t buy it
“I don’t buy it”
  • Brain areas that control specific motor actions are used to perceive, imagine, and process verbs and sentences about those very same actions
  • Brain areas responsible for specific parts of the visual field are also used to process sentences that describe events occurring in those same regions
  • Motor and perceptual imagery are components of meaningful language understanding
simulated meaning
Simulated meaning
  • LanguageJohn climbed the tree
  • ?
  • Simulation
  • World
mirror neurons
Mirror neurons
  • Parts of the motor systems are used for things other than action (mirror neurons)
    • Pre-motor and parietal cortex are used in action perception (Gallese et al. 1996, Rizzolatti et al. 1996, Boccino 2002)
    • Imagination of motor action (Jeannerod 1996, Lotze et al 1999)
    • Recall of motor action (Nyberg et al 2001)
effector specific motor areas are used in action and perception
Effector-specific motor areas are used in action and perception

Foot Action

Hand Action

Mouth Action

mirror neurons1
Mirror neurons
  • Processing motor action language
    • Differential motor area activation to mouth, leg verbs in lexical decision (Pulvermüller et al 2001)
    • Differential motor area activation in passive listening to hand, mouth, leg sentences (Tettamanti et al ms)
mirror neurons2
Mirror neurons
  • In other words, understanding the meaning of words such as walk or grasp involves mental simulation, executed by same functional clusters used in action and perception
  • In other other words, in understanding action language like walk or grasp, one imagines oneself walking or grasping an object, for example
study 1 a behavioral study
Study 1 - A behavioral study
  • Are the same structures used for perceiving motor actions also used for understanding motor language?
  • If so, processing of action images and action language should interfere with each other
study 1 method
Study 1 - Method
  • An image-verb matching task
    • A visual image (1s) representing an action using one of three effectors - mouth, hand, or foot.
    • A mask, for 450 msec (50 msec blank)
    • A written verb, either a good descriptor of the image or not
    • Ss decided quickly if verb described image well
study 1 method1
Study 1 - Method
  • Conditions
    • Matching: verb matched image (1/2 trials)
    • Non-matching, same effector (1/4 trials)
    • Non-matching, different effector (1/4 trials)
study 1 method2
Study 1 - Method
  • The perception and verbal meaning sub-tasks might use the same (mirror) circuitry
  • If so, non-matching images and verbs should activate different circuits
  • In general, the more similar representations are (e.g. if they share an effector) the more mutual inhibition they should exhibit
  • Hypothesis: Interference when verb and image don’t match but use same effector, thus slower reactions than with different effectors
study 1 method3
Study 1 - Method
  • 48 images presented twice to 39 Ss - in matching and one non-matching condition
  • Verbs were associated with images in a pretest; subjects named verbs best describing images
    • Matching verb got the most responses
    • Non-matching same effector verb: no subjects listed as a description of the image, and didn’t seem confusable
    • Non-matching diff. effector randomly selected
study 1 results
Study 1 - Results
  • p<0.01 in subject and item analyses
study 1 interpretation
Study 1 - Interpretation
  • Explanation 1: overall similarity between the two actions, not shared effector
  • Ss might take longer to reject verbs using the same effector because those verbs had meanings that were globally more similar to the action depicted
study 1 interpretation1
Study 1 - Interpretation
  • Measured semantic similarity between non-matching and matching verbs for each image
  • LSA (Landauer et al 1998)
    • Method for extracting & representing similarity among texts, based on the contexts they appear in
    • Two words or texts will be rated as more similar the more alike their distributions are
    • LSA performs like humans in a range of behaviors, e.g. synonym and multiple-choice tasks
    • The pairwise comparison function produces a similarity rating from -1 to 1 for any pair of texts
study 1 interpretation3
Study 1 - Interpretation
  • Explanation 2: images in the non-matching, same effector condition might be more interpretable as the non-matching verb
  • Indication: non-matching same effector verbs selected from among those that no subjects in the pretest offered as descriptors of the image
  • Follow-up experiment using verbal stimuli yielded the same effect (but stronger!)
study 1 discussion
Study 1 - Discussion
  • Mirror circuits used in executing and recognizing actions are specific (Gallese et al. 1996), e.g. to gesture type, like precision grip
  • Neural structures encoding similar actions are more likely to become co-active (in action or perception), leading to confusion
  • Therefore, the more similar two actions are, the more strongly neural structures encoding them must mutually inhibit eachother
study 1 discussion1
Study 1 - Discussion
  • The matching task asked subjects to determine whether two inputs were the same
    • In non-matching conditions, this could be strong and stable activation of two mirror circuits
    • When the two mirror structures share an effector, they will strongly inhibit each other
    • It will thus take longer for two distinct mirror structures to become active, and for a subject to arrive at two distinct action perceptions
    • Unlike actions have less lateral inhibition, so two mirror structures become co-active more quickly
study 1 conclusions
Study 1 - Conclusions
  • Understanding motion verbs seems to use resources overlapping with those used in perceiving and executing actions
  • This supports an embodied view of human semantics, where linguistic meaning is tightly linked to detailed motor knowledge
study 2 introduction
Study 2 - Introduction
  • Motor imagery seems to be activated for language understanding. How about perceptual imagery?
  • For example, when processing motion sentences involving upwards or downwards motion, language users might internally imagine an object moving upwards or downwards
study 2 background
Study 2 - Background
  • Richardson, Spivey, Barsalou, and McRae (2003) tested whether processing sentences with up or down meanings interferes with visual processing
  • Visual imagery interferes with visual perception (the “Perky effect”), so visual imagery when understanding a sentence could impede object categorization
  • (1) a spoken sentence, then (2) a visual categorization task - a circle or square appeared up, down, right or left, and (3) an interleaved comprehension task
  • Four types of sentence (determined by a rating test)
    • Concrete Horizontal: The miner pushes the cart.
    • Concrete Vertical: The plane bombs the city.
    • Abstract Horizontal: The husband argues with the wife.
    • Abstract Vertical: The storeowner increases the price.
study 2 background1
Study 2 - Background
  • Richardson et al’s findings
    • Interference when sentence and object in same condition
    • Abstract difference was significant; concrete difference was not - this is counter-intuitive
study 2 background2
Study 2 - Background
  • Problems with the experiment
    • No way to tell whether it’s the sentences in their entirety or some component of them (e.g. nouns, verbs, clausal constructions) that yields the effect
      • E.g. The balloonfloatsthrough the cloud
    • Conflates up and down, left and right
      • The results may be the product of combined facilitory and inhibitory effects
    • Conflates sentences with very different semantics
      • The ship sinks in the ocean & The strongman lifts the barbell
      • The storeowner increases the price & The girl hopes for a pony
study 2 experiment
Study 2 - Experiment
  • Idea: redo the Richardson et al experiment, fixing problems
    • Sentences are all intransitive, and differ only in the direction of their verb (only concrete sentences discussed here)
      • The chair toppled vs. The mule climbed
    • Separate conditions for sentences encoding up vs. down
study 2 norming
Study 2 - Norming
  • Sentences in each pair of conditions were closely balanced along two factors (no signif. diff.)
    • Sentence reading (push the button as soon as you understand the sentence)
    • Sentence meaningfulness rating (1-7)
  • Verbs in each condition were rated as strongly related to up or down
    • up/down rating (1-7)
  • Subject nouns were controlled for their upness or downness in each pair of conditions
  • So any differences would derive from differences in the verb (possibly affecting the sentence)
study 2 experiment1
Study 2 - Experiment
  • Method (65 subjects)
    • After fixation cross (1s), one of two sentence types
      • Literal Up: The mule climbed
      • Literal Down: The chair toppled
    • 150 msec later, a circle or square appears in a quadrant of the screen: up, down, right, or left (for 150 msec)
      • In critical trials, up or down. As many up- or down-related sentences were followed by an object on left or right
    • To ensure that subjects listened to the sentences for content, a comprehension task was interleaved
    • Hypothesis: interference when sentence direction coincides with the object location
study 2 example
Study 2 - Example

“The dolphin soared.”

“The mule climbed.”

“The chair toppled.”

Did the dolphin jump?

+

+

+

study 2 results
Study 2 - Results
  • There was significant interference (p<0.03)

610

600

590

580

down

570

Mean RT (msec)

up

560

550

540

530

520

LiteralDown

LiteralUp

Sentence Condition

study 2 results1
Study 2 - Results
  • Strong effect in up condition but not in down condition
    • Possible explanation: intransitive up motion is more unusual, requiring more imagery
    • Up-related sentences were not rated significantly less meaningful in the norming study, but:
      • Literal up (ave): Meaningfulness=5.9
      • Literal down (ave): Meaningfulness=6.1
    • Intransitive motion tends downwards (gravity)
study 2 conclusions
Study 2 - Conclusions
  • Results
    • When processing literal motion sentences, subjects are slower performing a perception task if the two tasks use the same area of the visual field
    • This effect is specific to quadrants, not just axes
    • The effect results from verb differences, when clausal and nominal effects are controlled for
summary of results
Summary of results
  • Understanding language automatically and unconsciously leads individuals to activate internal simulations of the described scenes
  • Simulation makes use of different modalities, including vision and motor control
  • How exactly these different dimensions relate in simulation remains an important question
other convergent evidence
Other convergent evidence
  • Language yields visual imagery (Spivey, Richardson, and colleagues)
  • Language yields motor imagery (Glenberg 2001)
  • Figurative language yields manner imagery (Matlock 1999)
abstract language
Abstract language
  • What about abstract language?
  • Metaphorical language might make use of the same types of mechanism
  • Stock prices rose.
  • I kicked my licorice habit.
  • Follow-ups coming soon to a Tuesday seminar near you!
meaningful language
Meaningful language
  • Language is meaningful by evoking perceptual and motor experiences
  • Language can be communicative since experiences are shared
  • Linguistic structures are a conventionalized system for constraining simulation
  • Any intermediate representation between form and simulation won’t look much like logic
  • Words don’t “have” meanings, rather, they contribute to a blueprint for the construction of a meaningful simulation
what is meaning
What is meaning?
  • Meaning is what you make of it