The business is looking to develop future natural language intelligence with direct impact on Samsung products reaching hundreds of millions of users worldwide.
Requirements
Experience conducting research and shipping user facing products
Experience in large language model (LLM), including Transformer model architecture, attention mechanisms, decoder only LLMs, SSM architecture
Experience in making LLM-based solution deployable on-device with small latency and memory (e.g., knowledge distillation) and on-device acceleration
Experience in LLM alignment, instruction tuning, LoRA, Adapter, etc.
Experience in Expertise in multi-step reasoning, planning, reinforcement learning (including RLHF), etc.
Proficiency in deep learning frameworks such as TensorFlow, PyTorch, or similar, and strong hands-on experience with large language models (e.g., GPT, LLaMA, etc.)
Responsibilities
Conduct cutting-edge research and development of large foundation models (LLM, VLM, and Reasoning) for future, including model design, efficient model training, instruction tuning, prompt engineering, planning, action and related topics
Conduct thorough evaluations and analysis of model performance, identify areas for improvement, and propose innovative solutions to enhance the overall quality and capabilities of large language models
Generate creative solutions (patents), publish research results in top conferences (papers)
Collaborate with a multidisciplinary team of researchers, engineers, and domain experts to understand requirements, develop prototypes, and deliver robust solutions
Other
PhD in C.S., EE or related fields or equivalent combination of education, training, and experience
10+ years of research experience in the fields of AI/NLP/ML
Excellent written and verbal communication skills, with the ability to present complex concepts and research findings in a clear and concise manner
Demonstrated ability to work independently as well as collaboratively in a fast-paced research and development environment
A strong product/commercialization deliverable experience is required
