Jul 22, 2024 · Artificial Intelligence

How Alibaba’s Logistics AI Overcame B2B Large Model Challenges

Alibaba’s logistics AI team shares their year‑long journey building a vertical‑domain large language model for logistics, detailing model alignment, Text2API, RAG, SFT techniques, challenges like accuracy and knowledge‑base maintenance, and showcasing real‑world applications such as chatbots, DingTalk assistants, and custom AI assistants.

Model AlignmentRAGSFT

0 likes · 16 min read

How Alibaba’s Logistics AI Overcame B2B Large Model Challenges

Baobao Algorithm Notes

Nov 9, 2023 · Artificial Intelligence

Building High‑Performance Vertical Domain LLMs: From Continued Pre‑Training to Retrieval‑Augmented Generation

This article systematically explains how to create vertical domain large language models by continuing pre‑training on domain data, constructing fine‑tuning datasets with self‑instruct, reducing hallucinations, and integrating knowledge retrieval, while also reviewing related papers, products, and system architectures.

AI researchKnowledge Retrievalself-instruct

0 likes · 21 min read

Building High‑Performance Vertical Domain LLMs: From Continued Pre‑Training to Retrieval‑Augmented Generation