Large language model driven transferable key information extraction mechanism for nonstandardized tables
Abstract Extracting key information from unstructured tables poses significant challenges due to layout variability, dependence on large annotated datasets, and inability of existing methods to directly output structured formats like JSON. These limitations hinder scalability and generalization to u...
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| Main Authors: | Rong Hu, Ye Yang, Sen Liu, Zuchen Li, Jingyi Liu, Xingchen Ding, Hanchi Sun, Lingli Ren |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-08-01
|
| Series: | Scientific Reports |
| Online Access: | https://doi.org/10.1038/s41598-025-15627-z |
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