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Ziting Xian

2 accepted papers

2025

MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction

ACL 2025long

Recent LLMs exhibit limited effectiveness on molecular property prediction task due to the semantic gap between molecular representations and natural language, as well as the lack of domain-specific knowledge. To address these challenges, we propose MolRAG, a Retrieval-Augmented Generation framework…

2025

Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience

ACL 2025finding

Large language models (LLMs) achieve strong performance on plain text tasks but underperform on structured data like tables and databases. Potential challenges arise from their underexposure during pre-training and rigid text-to-structure transfer mechanisms. Unlike humans who seamlessly apply learn…

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