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Explore language comprehension and production processes, constraints, and distributional information research by MacDonald (1999) and Tanenhaus. Discover how verb biases impact language comprehension and production, and the acquisition of distributional information in language learning. Dive into real-life language use scenarios and reference resolution with Sarah Brown-Schmidt and Mike Tanenhaus.
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Looking ahead: Integrating subdomainsMacDonald (1999)Action & Product traditions
Announcements • Wednesday: Last class • Student Course Opinion Questionnaires • Volunteer? • Review - bring specific questions • Paper due if you didn’t hand in a draft • If you did hand in a draft, paper due Friday • Monday: Exam, 8:30 AM, here
Research to date • Language-as-Process • What are the moment-by-moment processes involved in language comprehension and production? • Understand mechanics of the mind • Language-as-Action • What are the strategies and heuristics people use during conversation? • How do they accomplish conversational and social goals?
Proposal • Understanding the processes/mechanisms involved would benefit from: • MacDonald: • Looking at generalizations over multiple types of processes (I.e., production, comprehension, acquisition) • Understanding how constraints on production lead to distributions that affect comp/acq. • Tanenhaus: • Studying the processes involved in natural langauge use
MacDonald (1999) • Integrate research on anguage production, comprehension, and acquisition • Distributional information relevant to all
What is Distributional Information? • Frequency of pairings between • Word form and meaning (bug, bat, duck) • Sound sequence and meaning (dear, deer) • Orthography and meaning (read, read) • Verb form and subcategorization frame (e.g. main vs. passive/reduced relative) • Etc. • There’s more to language structure than commonly thought • People are good at tracking frequencies
Metacomment • Constraint-based approaches advocate prominent role for frequency-based information (I.e., distributional information) in comrehension • Autonomous theories (e.g., Garden-path, Swinney, Pinker) place more emphasis on ruless
Puzzle # 1: Comprehension • Comprehension of verb modification ambiguities is insensitive to lexical biases (which affect comprehension of other ambiguities) • John said that Bill left yesterday. • John will say that Bill left yesterday. • John will say that Bill left tomorrow.
Phrase length and production constriants • Short-before-Long • Mary ate for lunch chicken. • Mary ate for lunch the old chicken salad that had sat in the refrigerator for four days. • This means that the the distant modification is more frequently produced with (a) than (b). • John will say tomorrowthat Bill left. • John will say that Bill lefttomorrow.
Puzzle #2: Production • Constituent Ordering in Production: Incremental approach suggests that constituents are ordered by accessibility • Short more accessible than Long • Given more accessible than New
Then why do verb biases affect production? • Stallings et al. (1998) • Some verbs have a “shifting disposition” that comes from how it tends to appear with different structures. • How often are the verb and its complement not next to each other? • NP/S verbs often have verb modification between verb and complement • The eccentric director reported in a loud voice that the cast party was canceled. • Same verbs tend to participate in HNPS
Then why do verb biases affect production? • This distributional information is part of what we know about each verb • Same exact kind of information has been shown to affect comprehension of syntactic ambiguities.
Puzzle #3: How is distributional info acquired? • WHY is it acquired? • It helps learn language-specific information • E.g., Word Segmentation (Saffran et al.) • Syntactic bootstrapping (Gleitman) • Mapping between world and language is complicated and probabilistic • E.g., X bleeped the Y to Z - tends to mean transfer
Why learn distributional information? • Child isn’t trying to learn a language • Child is trying to understand and be understood - acquistion isn’t separate from comprehension and production
Merging Action and Process traditions (Tanenhaus, Trueswell, etc.) • Look at processes of comprehension and production in real-life situations • real-time language use • Goal-driven tasks • Visually and referentially situated • Spoken language • Speech as it really occurs - disfluency, prosody, etc.
Reference Resolution in the Wild Sarah Brown-Schmidt, Ellen Campana & Mike Tanenhaus • *ok, ok I got it* ele…ok • alright, *hold on*, I got another easy piece • *I got a* well wait I got a green piece RIGHT above that • above this piece? • well not exactly right above it • it can’t be above it • it’s to the…it’ doesn’t wanna fit in with the cardboard • it’s to the right, right? • yup • w- how? *where* • *it’s* kinda line up with the two holes • line ‘em right next to each other? • yeah, vertically • vertically, meaning? • up and down • up and down
Eye-tracking Results: Disambiguated NPs Relative proportion of fixations POD * Significant increase in looks to target after POD. * Demonstrates ability to study on-line processing in the wild.
Eye-tracking Results: Ambiguous NPs Relative proportion of fixations * Signficantly more looks to target from onset of NP. * Suggests other factors constrained interpretation of the reference.