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Research Scientist Trainee Position

Il y a 2 mois

Puteaux, Île-de-France DiliTrust Temps plein


Research Scientist Intern at DiliTrust

Position Overview
  • Full-time
  • Hybrid Work Environment

Join the forefront of the Legal Tech revolution

DiliTrust, a premier SaaS provider in Europe, is redefining legal departments globally through innovative technology solutions.

Our Influence: From comprehensive General Meeting reports to AI-driven contract lifecycle management, our teams across various countries are pivotal to our international success. We proudly support over 2,400 clients in 64 nations, with a significant portion being Cac 40 corporations.

Our Vision: To become the first French legal tech company to achieve Unicorn status, surpassing a valuation of €1 billion.

Our Accolades: DiliTrust has been acknowledged for fostering a positive and engaging work atmosphere, receiving the "Happy at Work" and "Tech at Work" labels since 2019.

What Awaits You at DiliTrust?

Innovation: Engage with the latest advancements in legal technology.
Global Reach: Work alongside diverse teams in an international and multicultural setting.
Career Advancement: Develop and progress within a future unicorn in the legal tech space.
Dynamic Work Environment: Experience a supportive and stimulating workplace.

Your Responsibilities:

  • Conduct a thorough review of current research in your area and propose enhancements or adaptations to meet our requirements.
  • Implement new models and assess their performance using our datasets.
  • Transform your concepts into production-ready solutions and track their impact on clients.
  • Share your findings with the broader community through research publications and presentations at industry events.

We offer various research topics spanning a wide range of Machine Learning domains.

Internship Focus:

This internship centers on training a large language model (LLM) using legal data and creating a legal instruction-based dataset. It is tailored for individuals passionate about natural language processing (NLP), machine learning, and the legal sector. As a vital member of our research team, you will contribute to developing advanced AI models that enhance the legal field.

Key Responsibilities:

  1. Dataset Development:
    • Collaborate with our team to identify and compile available open-source legal datasets.
    • Curate a diverse dataset encompassing various legal areas, including contracts, case law, statutes, and regulations.
    • Apply data preprocessing techniques to ensure data quality and consistency.
    • Create a legal instruction-based dataset by extracting essential legal queries from the gathered data for fine-tuning the language model.
  2. Model Evaluation:
    • Explore leading large language models (LLMs) that excel in processing legal text.
    • Assess different pre-trained models against benchmark legal NLP tasks to evaluate their applicability.
  3. Model Fine-tuning:
    • Adapt the selected LLM using the legal instruction-based dataset to enhance its understanding and generation of legal text.
    • Implement strategies to mitigate biases and ethical concerns during the fine-tuning process.
  4. Performance Assessment:
    • Establish evaluation metrics to gauge the performance of the fine-tuned model.
    • Conduct thorough testing to validate the model's effectiveness in legal text comprehension and analysis.
    • Refine the fine-tuning process by adjusting hyper-parameters and architectural choices to optimize performance.

Candidate Profile:

· Enrolled in a major engineering program or equivalent master's degree
· Strong technical foundation in Applied Mathematics (Machine Learning / Optimization)
· Proficient in Python with a focus on writing high-quality code
· Familiarity with Deep Learning frameworks (preferably PyTorch and Transformers)
· Previous experience in Machine Learning (through projects or internships)
· Knowledge of Natural Language Processing is advantageous
· Interest in reading research papers and implementing state-of-the-art models
· Enthusiasm for writing scientific papers or blog posts and contributing to the community

What We Offer:

· Join a rapidly growing company in a friendly, international environment
· Our "Telework Charter" ensures a balanced approach between onsite and remote work
· Enjoy various daily benefits, including meal vouchers and profit-sharing bonuses

DiliTrust is committed to social responsibility, promoting diversity within our teams, and ensuring professional equality at all levels.