e‑commerce pricing — 3 Technical Articles

Jul 29, 2025 · Artificial Intelligence

How Causal Inference Meets Large Language Models to Revolutionize E‑commerce Pricing

This article describes a QCon talk that combines causal inference with large language models to build a retrieval‑augmented generation pricing system for e‑commerce, detailing the three‑step algorithm, LLM‑driven modeling challenges, process‑reward tree search, reinforcement‑learning fine‑tuning, and experimental gains in accuracy and speed.

Retrieval-Augmented Generationcausal inferencee‑commerce pricing

0 likes · 17 min read

How Causal Inference Meets Large Language Models to Revolutionize E‑commerce Pricing

JD Tech Talk

Jul 23, 2025 · Artificial Intelligence

Causal Inference + LLMs: Transforming E‑Commerce Pricing Strategies

This article describes how integrating causal inference with large language models and Retrieval‑Augmented Generation can automate and explain e‑commerce product pricing, detailing the three‑step workflow, reinforcement‑learning rewards, experimental results, and future directions for end‑to‑end RAG‑LLM training.

RAGcausal inferencee‑commerce pricing

0 likes · 15 min read

Causal Inference + LLMs: Transforming E‑Commerce Pricing Strategies

JD Retail Technology

Jul 21, 2025 · Artificial Intelligence

How Causal Inference Meets Large Language Models to Revolutionize E‑commerce Pricing

This article presents a comprehensive approach that combines causal inference, large language models, and retrieval‑augmented generation to automate e‑commerce price recommendation, detailing the three‑step workflow, challenges across product categories, the RAG architecture, process‑reward‑guided tree search, reinforcement learning refinements, and experimental results showing significant accuracy and speed improvements.

causal inferencechain of thoughte‑commerce pricing

0 likes · 16 min read