Research Scientist - LLM Foundation Models

Binance
Taiwan, Australia, Thailand, Vietnam, Hong Kong, Asia, New Zealand
Workplace: HybridFull timeFunction: Data Science & Machine LearningSkills: ["Communication","Problem-solving","Collaboration","Teamwork"]

We are seeking a Research Scientist/Engineer to advance reasoning and planning in large foundation models across data acquisition, SFT, reward modeling, and RL, while synthesizing high-quality datasets and building agents to solve complex tasks using System 2 thinking and advanced decoding strategies.

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FursaFursa
Binance
Binance
1 year ago

Research Scientist - LLM Foundation Models

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Source: Company careers pageValidated by: Fursa AI
Last checked: 21 hours agoStatus: Live

Job Summary

We are seeking a Research Scientist/Engineer to advance reasoning and planning in large foundation models across data acquisition, SFT, reward modeling, and RL, while synthesizing high-quality datasets and building agents to solve complex tasks using System 2 thinking and advanced decoding strategies.
Location: Taiwan, Australia, Thailand, Vietnam, Hong Kong, Asia, New Zealand
Workplace: Hybrid
Employment Type: Full time
Job Function: Data Science & Machine Learning

Key Responsibilities

  • •Reasoning and planning for foundation models: Enhance reasoning and planning throughout the entire development process, including data acquisition, model evaluation, SFT, reward modeling, and reinforcement learning, to improve overall performance.
  • •Synthesize large-scale, high-quality data using methods such as rewriting, augmentation, and generation to improve the capabilities of foundation models in various stages (pretraining, SFT, RL).
  • •Solve complex tasks using system 2 thinking and leverage advanced decoding strategies such as MCTS, A*.
  • •Investigate and implement robust evaluation methodologies to assess model performance at various stages.
  • •Teach foundation models to use tools, interact with APIs, and code interpreters. Build agents and multi-agent systems to solve complex tasks.

Pay and Benefits

Perks:Remote Work

Key Requirements

  • •Proficiency in research experience with RL, LLM, and familiarity with large-scale model training is preferred
  • •Proficiency in data structures and fundamental algorithm skills, and fluency in Python or C++/Java
  • •Experience with influential projects or papers in RL, NLP, or Deep Learning is preferred
  • •Excellent problem analysis and problem-solving skills, capable of deeply addressing challenges in large-scale model training and application
  • •Good communication and collaboration skills, with the ability to explore new technologies with the team and promote technological progress
Experience:Data ScienceAILLMs
Skills:CommunicationProblem-solvingCollaborationTeamwork
Tech Stack:PythonC++JavaRLNLPDeep LearningMCTSA*

Company Brief

Binance
Operates one of the world’s largest cryptocurrency exchanges, offering spot and derivatives trading, a native token (BNB), wallet services, staking, and a broad suite of crypto financial products and infrastructure.
Industry: Trading Platforms
Company Size: Enterprise (1,001+ employees)
Revenue: USD 1B+
Growth: Established Company
Valuation: Unicorn (USD 1B+)
Funding: Bootstrapped
Headquarters: George Town, Cayman Islands
Founded: 2017
WebsiteLinkedIn