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Kexuan Sun

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Conference 2026

CypherSmith: Transforming Text-to-Cypher Generation for LLMs with Synthetic Data

CypherSmith is introduced, an instruction-tuning dataset over 12 × larger than prior public Text-to-Cypher datasets, spanning diverse domains to better support LLM fine-tuning and introducing a novel likelihood-based filtering technique to ensure high-quality Text-to-Cypher data.

Zeyu Zhang, Kexuan Sun, Zheng Tang et al. · 0 citations