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Analysis and Outcome Prediction for USPTO Patent Trial and Appeals Board proceedings and decisions.

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Analysis and Outcome Prediction for US Patent & Trademark Office (PTO) Patent Trial and Appeals Board proceedings and decisions.

PTAB_download_briefs.py

Software code used to download briefs and written decisions from the PTO OpenData website. API documentation: https://developer.uspto.gov/api-catalog/ptab-api-v2 (access PTAB data online at https://developer.uspto.gov/ptab-web/)

PTAB_Institution_Proceedings_to_20211231.tsv

Raw data for text documents (including Petitions, Written Decisions, Preliminary Response briefs) for Institution phase of IPR, CBM, and PGR post-grant patent review challenges before PTAB. Includes proceeding names, proceeding (case) numbers, party names, filing dates, and outcomes. This file (TSV format) is available at: https://doi.org/10.5281/zenodo.6395412

PTAB_Model_Responses_github.ipynb

Neural network (CNN+Attention) model for Patent Owner Preliminary Response Briefs.

PTAB_Model_Decisions_github.ipynb

Neural network (CNN+Attention) model for Written Institution Decisions.

PTAB_xgboost_github.ipynb

XGBoost with TF-IDF for analyzing written decisions and preliminary patent owenr's response briefs.

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  • Jupyter Notebook 96.5%
  • Python 3.5%