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Column Property Annotation using Large Language Models
Published on Jun 17, 202430 Views
Column property annotation (CPA), also known as column relationship prediction, is the task of predicting the semantic relationship between two columns in a table given a set of candidate relationshi
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Chapter list
Column Property Annotation using Large Language Models00:00
Table Annotation - 100:19
Table Annotation - 201:30
Existing CTA and CPA Methods02:09
Our Contributions02:51
Experimental Setup03:35
Zero-shot Prompts: Three Main Parts - 104:43
Zero-shot Prompts: Three Main Parts - 205:34
Zero-shot Prompts: Three Main Parts - 306:13
Example prompt06:44
Results: Zero-shot Prompts07:17
In-context Learning08:43
Results: In-context Learning09:31
Fine-tuning GPT-3.509:53
Results: Fine-tuning GPT-3.5 - 110:45
Results: Fine-tuning GPT-3.5 - 212:02
Comparison to PLM Baselines12:55
Results: Comparison to PLM Baselines13:50
Conclusions14:38
Thank you15:33