Legal Element Extraction

[mchen644]

Hello, very great job! Thank you for your contributions!
Could you provide some more details on how to construct the legal element extraction dataset? If so, I would highly appreciate it!
By the way, I want to find out if you have encountered the decrease of general ability while fine-tuning?

[Charlie-XIAO]

Could you provide some more details on how to construct the legal element extraction dataset?

There are multiple open-source datasets that you can refer to, for instance, LEVEN and JointExtraction. Based on these, we use ChatGPT to provide some chain-of-thoughts.

By the way, I want to find out if you have encountered the decrease of general ability while fine-tuning?

Yes, but I cannot summarize a method to avoid this from happening. As some suggestions, you may increase the diversity of your prompts, and mix some other types of data in each fine-tuning. Still, this is largely trial-and-error.