[iva] Two new positions in Social Dialogue for Conversational Agents at Inria Paris
Justine Cassell
justine at cs.cmu.edu
Sun Nov 29 16:16:53 CET 2020
Please share widely -
One position is postdoc - apply at
<https://recrutement.inria.fr/classic/offre/show/2904>
One position is for an engineer - apply at
<https://recrutement.inria.fr/classic/offre/show/2981>
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TITLE: The role of rapport in human-conversational agent interaction:
Modeling conversation to improve task performance in human-agent Interaction
CONTRACT TYPE : Fixed-term contract, renewable
CONTEXT
The objective of this project is to build embodied conversational agents
(also known as ECAs, or virtual humans, or chatbots, or multimodal
dialogue systems) that have the ability to engage their users in both
social and task talk, where the social talk serves to improve task
performance. In order to achieve this objective, we model human-human
conversation, and integrate the models into ECAs, and then evaluate
their performance.
Depending on the candidate's experience, she or he can be hired as
postdoc, or as "jeune chercheur", which is a more advanced position.
ASSIGNMENT
The post doc chosen for this project should have a broad range of skills
at the intersection of Cognitive Science and Computer Science. These
skills should include several of the following:
- The analysis and synthesis of conversational behavior, as the team
will be using human behavior as the basis for the implementation of a
conversational agent.
- The construction of a corpus of data, as the team will be gathering a
corpus of data on the social aspects of human-human conversation within
a particular domain, and annotating
and analyzing those data.
- Development of computational models from the results of the data
analysis as well as based on relevant prior literature, deep
reinforcement learning, and other tools.
-The implementation of data-driven computational models of social
phenomena into a functioning ECA (Embodied Conversational Agent) using
machine learning approaches to dialogue systems, such as deep
reinforcement learning and LSTM (among others).
- Evaluating research, as the team will evaluate whether the new models
improve the performance of the ECA.
The candidate will be able to help decide the domain of the research, as
applications of the work can be as varied as virtual personal assistants
such as Alexa, Siri, and Google Now and intelligent tutoring systems.
For more information on the project, potential candidates should look at
the SARA (Socially-Aware Robot Assistant) website at
<http://articulab.hcii.cs.cmu.edu/projects/sara/> and read some of the
publications
associated with the project, here
<http://articulab.hcii.cs.cmu.edu/publications/>
MAIN ACTIVITIES
- Design and carry out experiments
- Analyze their results
- Implement modules in working socially-aware dialogue systems
- Write articles
- Present work in conferences
SKILLS AND COMPETENCES REQUIRED:
- Technical competencies: Solid competence in deep learning applied to
dialogue systems, competence in statistics, avanced competence in
programming in language such as Python and C++,
and use of tools such as Tensorflow and Pytorch.
- Languages: French, English
- Relational competences : ability to work in a team, and collaborate
with others from different disciplines and backgrounds. Ability to
manage other team members.
ADDITIONAL COMPETENCES:
Theoretical background in one or several of the following: cognitive
science, linguistics, conversational analysis, sociolinguistics, social
cognition, learning science.
INSTRUCTIONS TO APPLY
1) letter of motivation describing the subject of the doctoral thesis,
and how the candidate's past experience prepares him/her to work on this
topic
CV
2) Abstract or summary of PhD dissertation
3) Names and contact information for 2 or 3 people who can write letters
of recommendation (DO NOT ATTACH THE LETTERS - WE WILL REQUEST THE LETTERS)
NO APPLICATIONS OR PARTS OF APPLICATIONS WILL BE ACCEPTED BY EMAIL. ALL
APPLICATIONS MUST BE SUBMITTED ONLINE ON THE INRIA WEBSITE.
For more information and to apply for the postdoc position, please see
<https://recrutement.inria.fr/classic/offre/show/2904>
For more information and to apply for the engineer position, please see
<https://recrutement.inria.fr/classic/offre/show/2981>
--
Justine Cassell
Chaire, PR[AI]RIE Center for Interdisciplinary Research on AI
Directrice de Recherche, Inria Paris
Steward, Information, Media & Entertainment Initiative, World Economic Forum
justine.cassell at inria.fr
www.justinecassell.com
http://articulab.hcii.cs.cmu.edu/
On leave from Carnegie Mellon University
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