AI_final

TODO:

• retest each version with new data.
• change the mapping of data -> because RAG only get value but key
  • or fix it inside the RAG function.

intro

THis is the final project form AI 2025, NTU CSIE:

for project detail please look at here

following is file description:

• each version of main code (v1 / v2 / v2-1 / v3&4 / v5 ) : each version of final project's test result, see detail here.
• threshold_test.py : to change probability into binary, with given threshold variable.
• rule_build.py : for given .json files, turn them into three json file: law_text, legal_phrases and violation_phrase_map
  • now use the builder in data_builder/
• filter.py : if have multiple keys for output, this file can help change into kaggle competion's format.
• data/
  • legal/illegal_phrases.json : only phrases.
  • legal/illegal_phrases_map.json : map the reason with phrases.

Using step:

• pip install -r requirement.txt
• ./data_builder/run.sh
• python3 v1/2/3&4.py
• python3 threshold_test.py

Notice

• in each version of code's main(), df means the query now use, so change to whether customized query you want.

Log

• 5/25 start build the project
• 5/26 attempt v1 ~ v4
• 5/27 attempt v5 & v2-1
• 5/28 build phrases
• 5/29 build phrases