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productactiveprovisionalltm-dd3ab4c9·1 events·first seen 16h ago

Aliases: LTM

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4arXiv · cs.CL·16h ago·source ↗

LLMs outperform traditional methods on single and multi-truth data fusion tasks

A new arXiv preprint investigates using LLMs for data fusion (truth discovery) over tabular data, covering both single-truth and multi-truth scenarios. The authors evaluate domain-dependent, domain-independent, zero-shot, and one-shot prompting strategies across three benchmark datasets. LLM-based approaches outperform traditional unsupervised methods including DART and LTM on all datasets, with code released publicly.