most citedBetter by Comparison: Retrieval-Augmented Contrastive Reasoning for Automatic Prompt Optimization

1 citations

5 papers

cs.CL2026

EPM-RL: Reinforcement Learning for On-Premise Product Mapping in E-Commerce

Minhyeong Yu, Wonduk Seo

Product mapping, the task of deciding whether two e-commerce listings refer to the same product, is a core problem for price monitoring and channel visibility. In real marketplaces…

cs.CL2026

RoTRAG: Rule of Thumb Reasoning for Conversation Harm Detection with Retrieval-Augmented Generation

Juhyeon Lee, Wonduk Seo, Junseo Koh +3

Detecting harmful content in multi turn dialogue requires reasoning over the full conversational context rather than isolated utterances. However, most existing methods rely mainly…

cs.CL2025★ 1 cited

Better by Comparison: Retrieval-Augmented Contrastive Reasoning for Automatic Prompt Optimization

Juhyeon Lee, Wonduk Seo, Hyunjin An +2

Automatic prompt optimization has recently emerged as a strategy for improving the quality of prompts used in Large Language Models (LLMs), with the goal of generating more accurat…

cs.AI2025

Question-to-Knowledge (Q2K): Multi-Agent Generation of Inspectable Facts for Product Mapping

Wonduk Seo, Taesub Shin, Hyunjin An +2

Identifying whether two product listings refer to the same Stock Keeping Unit (SKU) is a persistent challenge in ecommerce, especially when explicit identifiers are missing and pro…

cs.SE2025

Automated Visualization Code Synthesis via Multi-Path Reasoning and Feedback-Driven Optimization

Wonduk Seo, Daye Kang, Hyunjin An +7

Large Language Models (LLMs) have become a cornerstone for automated visualization code generation, enabling users to create charts through natural language instructions. Despite i…