Workshop on Measurements in Linguistic Studies
![](data:image/png;base64,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)
The grounding of language to behavioral data is dictated by everyday experience. Language is able to denote complex systems of kinaesthetic events, for instance, the verb τρώω ‘eat’ denotes, among others, a strong haptic experience along with a combination of movements of the hands and of the mouth and its parts. The combined study of the different modalities could be seen as a quest for the better understanding of the notion “linguistic sign”, in other words, of the relation between the signifier and the signified. It could also be seen as an effort to clarify whether modalities are the prism through which we see the world or, whether they are our mind’s expression.
State-of-the-art research in linguistics collects visual, acoustic, haptic, kinesthetic and electrophysiological data with methods such as eyetracking glasses, electroencephalography and motion and electrodermal activity capture. It often studies multimodal data together with symbolic representations of linguistic data, for purposes that range from revealing the mechanisms of language comprehension (for instance, with eye-tracking and rating experiments in psycholinguistics) to developing author authentication methods (for instance, through typewriting pattern recognition) to studying brain diseases (for instance, using eyetracking to study developmental and acquired language disorders).
Mutlimodal studies on various aspects of work on Modern Greek have been going on for some time. Ιn this workshop, we would like to bring together researchers who adopt multimodal experimental methods in Greek Linguistics and offer a comprehensive view of the ongoing work.
Topics (non-exhaustive):
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analysis of current behavioral and language models
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research methodology for the better understanding of language disorders
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mechanisms involved in language and memory and their interaction with visual input
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computational modeling of human vision and language
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human-robot interaction
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image and video labeling and annotation
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machine learning models across different modalities
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multimodal human-computer interaction
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multimodal spatial semantics recognition
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novel tasks which combine language and behavioral data
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understanding the relationship between language and behavioral data
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multimodal grounded language understanding
We invite two-page abstracts including references (11pt, single space, margins 2cm). It is our intention to publish selected contributions with an electronic academic publisher (to be specified soon).
Important Dates:
20 September 2019: Call for Workshop Papers
15 November 2019: Submission deadline
30 November 2019: Notification acceptance
18 December: Workshop Date
Invited Speakers:
Maria Kambanaros, Cyprus University of Technology, Department of Rehabilitation Sciences
George Mikros, National and Kapodistrian University of Athens
Spyridoula Varlokosta, National and Kapodistrian University of Athens, Section of Linguistics
Anna Papafragou, University of Pennsylvania, Department of Linguistics
Venue
B & M Theocharakis Foundation of the Fine Arts and Music
9, Vas. Sofias Avenue & 1, Merlin Str. 10671, Athens, Greece
Organizers:
Evita Fotinea, Institute for Speech and Language Processing/Athena RIC
Stella Markantonatou, Institute for Speech and Language Processing/Athena RIC
Marietta Sionti, Institute for Speech and Language Processing/Athena RIC
Committee:
Chrysovalantis Korfitis, Institute for Speech and Language Processing/Athena RIC
Panagiotis Kouris, Institute for Speech and Language Processing/Athena RIC
Spyridoula Stamouli, Scientific Associate at Institute for Language and Speech Processing
Πρόγραμμα
- 09.15: Εγγραφές
- 09:30: Χαιρετισμός, Μαριέττα Σιόντη, Ευίτα Φωτεινέα, Στέλλα Μαρκαντωνάτου
- 09:35: Α' Συνεδρία, Συντονίζει η Ελένη Ευθυμίου, Events in language and cognition, Προσκεκλημένη ομιλήτρια: Άννα Παπαφράγκου
- 10:05: The picture-naming paradigm for assessment of lexical retrieval deficits: research from Greek-speakers with acquired and developmental language disorders, Προσκεκλημένη ομιλήτρια: Μαρία Καμπανάρος
- 10:35: Sentence comprehension in dementia and aging, Προσκεκλημένη ομιλήτρια: Σπυριδούλα Βαρλοκώστα
- 11:05: ΔΙΑΛΕΙΜΜΑ - Β' Συνεδρία, Συντονίζει η Σπυριδούλα Βαρλοκώστα
- 11:30: Authorship verification through author profiling. A blended approach, Προσκεκλημένος ομιλητής: Γιώργος Μικρός
- 12:00: Εvaluation of Verb Multiword Expressions discovery measurements: the case of Modern Greek, Βίβιαν Στάμου, Μαριλένα Μάλλη, Άρτεμις Ξυλογιάννη, Πέννυ Τακορού, Στέλλα Μαρκαντωνάτου
- 12:30: Patterns of reading behavior of secondary school students in task-oriented reading activities: Evidence from eye tracking data, Σπυριδούλα Σταμούλη, Γιάννα Αντωνίου, Βασίλης Κατσούρος
- 13:00: Multimodal human data capturing in the context of building communication models for human-machine interaction and Sign Language recognition Άννα Βακαλοπούλου, Ξανθή Παπαγεωργίου, Ευίτα Φωτεινέα, Ελένη Ευθυμίου
- 13:30: ΕΛΑΦΡΥ ΓΕΥΜΑ, Γ' Συνεδρία, Συντονίζει ο Γιώργος Μικρός
- 14:30: The semantic frame of MG motion verbs in the light of motion data, Μαριέττα Σιόντη
- 14:55: DELOSIS: sensorimotor grounding of the Modern Greek verb aspect, Μαριέττα Σιόντη, Παναγιώτης Κουρής, Βαλάντης Κορφίτης, Βασιλική Μουτζούρη, Στέλλα Μαρκαντωνάτου
- 15:15: Ποσοτικές μετρήσεις και Γλώσσα: παρόν, μέλλον, πολιτικές, Στρογγυλή τράπεζα (Ακαδημαϊκοί, εκπρόσωποι παραγωγικού τομέα), Συντονίζει η Στέλλα Μαρκαντωνάτου
- 16:00: ΠΕΡΑΣ ΕΡΓΑΣΙΩΝ