Research Scientist - LLM Foundation Models at Binance

Brisbane, Queensland, Australia

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Not SpecifiedCompensation

Senior (5 to 8 years), Expert & Leadership (9+ years)Experience Level

Full TimeJob Type

UnknownVisa

Blockchain, Cryptocurrency, Web3Industries

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

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

Skills

LLMs

Foundation Models

SFT

Reward Modeling

Reinforcement Learning

MCTS

Data Augmentation

Data Synthesis

Multi-Agent Systems

APIs

Code Interpreters

Binance

Cryptocurrency exchange for trading and earning

About Binance

Binance is a cryptocurrency exchange platform where users can buy, sell, and trade a variety of cryptocurrencies, including Bitcoin and Ethereum. It offers multiple trading options such as Spot, Margin, and Futures markets, along with a peer-to-peer service for direct transactions. Users can also earn interest on their crypto holdings through Binance Earn and trade NFTs in its marketplace. Binance stands out as the largest crypto exchange by trade volume, aiming to provide comprehensive services for both new and experienced traders.

Valletta, MaltaHeadquarters

2017Year Founded

$9.7MTotal Funding

SERIES_ACompany Stage

Crypto & Web3, Financial ServicesIndustries

5,001-10,000Employees

Benefits

Competitive salary

Option to be paid in crypto

Health insurance

Flexible working hours

Remote work for many roles

Company sponsored holidays

Learning and development programs

Free language classes

Relocation support

International transfers mid-career

Risks

Regulatory scrutiny in the U.S. could impact Binance's operations and reputation.

Allegations of internal misconduct may lead to legal complications for Binance.

Expansion into new markets like Brazil poses integration and compliance challenges.

Differentiation

Binance offers a comprehensive range of crypto services, including trading and NFTs.

It is the largest crypto exchange by trade volume, serving over 166 million users.

Binance provides unique products like Binance Earn and a Launchpad for new tokens.

Upsides

Binance benefits from the growing popularity of crypto staking and yield farming.

Increased interest in Layer 2 solutions could boost Binance's trading volume.

Stablecoin adoption for cross-border transactions may increase Binance's trading volumes.

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