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Column Property Annotation using Large Language Models
Published on 2024-05-2944 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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Presentation
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