Product Manager - LLM Training

BYTEDANCE PTE. LTD.; Singapore; On-site; SGD 80,000 - 100,000; Full time

Job summary

A leading technology company in Singapore is seeking a skilled professional to optimize strategies for their Big Language Model. The role requires a solid understanding of alignment techniques and at least three years of product management experience. Candidates must have proficiency in English and a keen interest in LLMs and user behavior. Join a dynamic team focused on innovation and data quality improvement.

Qualifications

• Minimum 3 years of experience as a product manager for algorithm-driven products.
• Proficiency in spoken and written English.
• Solid understanding of alignment approaches.

Responsibilities

• Analyze requirements and optimize strategies for Big Language Model.
• Collaborate to integrate self-developed LLM into products.
• Develop methodologies for data acquisition while ensuring quality.
• Evaluate the impact of data production tools on effectiveness.

Skills

Product management

Alignment approaches (SFT, RLHF)

Collaboration

Data quality assessment

Job description

Responsibilities

Responsible for requirement analysis and strategy optimization of Big Language Model, responsible for data quality and model effect, and working with multiple teams such as evaluation and R & D to improve model effect.

• Collaborate with business teams to integrate ByteDance self-developed LLM into new and existing product offerings and services; identify room for improvement of Global Seed LLM from studies of user behaviors and feedback.
• Collaborate with technical teams to precisely define the data requirements necessary for aligning Large Language Models (LLMs) across global markets.
• Develop methodologies for data acquisition and production, while also monitoring costs and assessing the effectiveness and efficiency of these processes. Ensure data quality is maintained at high standards and continually enhances processes based on both quantitative and qualitative feedback.
• Evaluate the impact of data production tools on the effectiveness and quality of data production. Work closely with technical teams to enhance both the quality and effectiveness of these tools.

Qualifications

Minimum Qualifications

• Solid understanding of alignment and related approaches, such as Supervised Fine-Tuning (SFT) and Reinforcement Learning from Human Feedback (RLHF)
• Minimum of three years of experience as a product manager for algorith-driven products or features, or as an algorithm engineer
• Proficiency in English (spoken and written).

Preferred Qualifications

• A strong interest in both LLMs and human behavior/experience/wellbeing. Must be an enthusiastic learner. This position is not suitable for individuals who find reading papers and books to be tedious.
• Collaborative team player who knows how to assertively advocate for their ideas without being overbearing. Skilled in maintaining attention to detail while staying focused on prioritized goals and the bigger picture.