Postdoctoral Researcher

il y a 1 semaine


Paris, Île-de-France INRIA Temps plein
Postdoctoral Research Visit F/M Automatic Analysis of Alignment between Speakers in Conversations

Context and Key Features of the Position

This postdoctoral research position is part of the ANR PRME SINNet project, which aims to develop socially-aware neural conversational models that can adapt their language and behavior to the agent-user social relationship.

The project focuses on the characterization and modeling of alignment at the level of word meaning, which is a key human behavior that automatic systems should imitate.

Research Objectives

  • Investigate and analyze the phenomenon of miscommunication due to a lack of lexico-semantic alignment between speakers in a conversation.
  • Produce a semi-automatically annotated corpus with instances of this phenomenon.
  • Propose models that can identify word usages that are potential triggers or causes of miscommunication, as well as pinning down the reason why they may be problematic and for whom.
  • Build or adapt systems that can avoid producing potential triggers, adapt to the speaker and the conversational situation, mirror human behavior and repair strategies when faced with such triggers.
  • Provide ways of evaluating the proposed methodology.

Main Activities

The successful postdoctoral researcher will be part of INRIA's ALMAnaCH team, specialized in NLP. They will participate in the team's activities, including seminars and reading groups, and collaborate with the team to achieve the research objectives.

Required Skills

  • PhD in Natural Language Processing, Computational Linguistics, Computer Science with a specialization in Machine Learning, or related fields.
  • Knowledge of deep learning as well as more traditional machine learning techniques.
  • Desired prior experience on conversational AI, word meaning representations and corpus annotation.
  • Strong programming skills (Python).
  • Fluency in English.

Benefits

  • Subsidized meals.
  • Partial reimbursement of public transport costs.
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave.
  • Possibility of teleworking.
  • Flexible organization of working hours (after 12 months of employment).
  • Professional equipment available (videoconferencing, loan of computer equipment, etc.).
  • Social, cultural and sports events and activities.
  • Access to vocational training.
  • Social security coverage.

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