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Last Updated: Nov 01, 2026
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Alibaba LLM-ACA Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt Engineering | 20% | - Optimization techniques and prompting strategies - Basic prompt design principles - Business scenario-oriented prompt practice |
| Topic 2: Enhancing LLM Applications | 20% | - Retrieval-Augmented Generation (RAG) fundamentals - Building private knowledge Q&A applications - API calling and automated task processing - Plugin and tool integration |
| Topic 3: LLM Agent | 14% | - Common agent application scenarios - Typical agent architecture and workflow - Basic concepts of LLM agents |
| Topic 4: LLM Fine-tuning | 12% | - Alibaba Cloud model fine-tuning services - Data preparation and training basics - Fine-tuning basic concepts and applicable scenarios |
| Topic 5: LLM Safety and Compliance | 10% | - Relevant regulatory and ethical requirements - Risk identification and bias mitigation - Content security and output control |
| Topic 6: LLM Fundamental Concepts | 18% | - Definition and core features of large language models - Model pre-training, fine-tuning and alignment process - Autoregressive generation principle and tokenization - Alibaba Cloud Tongyi series models overview |
| Topic 7: Multimodal LLM | 6% | - Multimodal model overview - Typical multimodal application scenarios |
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