Postdoctoral Researcher Position in Omics Data Science

il y a 7 jours


Nice, Provence-Alpes-Côte d'Azur, France INRIA Temps plein
Role Overview

We are seeking a highly motivated Postdoctoral Researcher to join our team at INRIA, focusing on developing a proof-of-concept for accessing metabolomics knowledge graphs using large language models.

About the Project

The selected candidate will contribute to the development of a conversational agent that represents experimental information from mass spectrometry data using RDF and enables advanced data mining queries with SPARQL. The goal is to provide a natural language-based interface for users to interact with the knowledge graph.

Main Activities
  • Generalize and abstract the bot from specific large language models and knowledge graphs, studying the impact of different models on results quality and cost-benefit trade-offs.
  • Design a generic and declarative method for tool integration, selection, and automated use by the bot, including tasks like name-entity recognition, knowledge extraction, and query solving.
  • Investigate the realization of more complex tasks than textual answers generation, such as graphical widgets and data visualization means when appropriate.
  • Support longer dialogical interactions by encoding user context, background knowledge, and previous interactions.
Key Responsibilities
  • Contribute to the development of the proof-of-concept.
  • Collaborate with PhD students and research engineers in an interdisciplinary and international network.
  • Work on generalizing and abstracting the bot.
  • Design a method for tool integration and selection.
  • Investigate complex tasks and support longer dialogical interactions.
Requirements
  • Technical skills: knowledge graphs, semantics web, Linked Data, LLMs, ChatBot.
  • Programming: Python, RDF, SPARQL.
  • Relational skills: Ability to work in an interdisciplinary and international network of collaborators.
  • Languages: English.
Benefits
  • Subsidized meals.
  • Partial reimbursement of public transport costs.
  • Leave: 7 weeks of annual leave + 10 extra days off due to RTT + possibility of exceptional leave.
  • Possibility of teleworking and flexible organization of working hours.
  • Professional equipment available (videoconferencing, loan of computer equipment, etc.).
  • Social, cultural, and sports events and activities.
  • Access to vocational training.
  • Contribution to mutual insurance (subject to conditions).
Compensation

Gross Salary: €2788 per month.



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