Partisan-Responses

Project for the class "Legal DNA".

Run the code

Follow through the numbered notebooks. Starting at 06 only the dataset from all speeches since 2000 gets executed.

Building Knowledge Graph

Opinion-aware Knowledge Graph for Political Ideology Detection
- only half applies, since we do not have a background graph like ConceptNet
An Automatic Knowledge Graph Creation Framework fromNatural Language Text
Knowledge Graph Construction
- Coreference Resolution
- Open Information Extraction
- "To merge nodes, the TF-IDF overlap of the new node’s name is calculated with the existing graph node names, and the new node is merged into an existing node if theTF-IDF is higher than some threshold."
- Graph Engine

Graph to text

Name		Name	Last commit message	Last commit date
Latest commit History 162 Commits
docs		docs
notebooks		notebooks
.gitignore		.gitignore
01_Setup.ipynb		01_Setup.ipynb
02_Data_Exploration.ipynb		02_Data_Exploration.ipynb
03_Filtering.ipynb		03_Filtering.ipynb
04_Create_Q&A_dataset.ipynb		04_Create_Q&A_dataset.ipynb
05_TF_IDF.ipynb		05_TF_IDF.ipynb
06_GraphWriter_Training.ipynb		06_GraphWriter_Training.ipynb
07_GPT2_finetuning.ipynb		07_GPT2_finetuning.ipynb
08_RoBERTa_classifier.ipynb		08_RoBERTa_classifier.ipynb
09_Search+GPT.ipynb		09_Search+GPT.ipynb
10_Coref&Knowledge_Graph_Creation.ipynb		10_Coref&Knowledge_Graph_Creation.ipynb
11_GraphWriter_Generation_full.ipynb		11_GraphWriter_Generation_full.ipynb
Answer.py		Answer.py
KnowledgeGraph.py		KnowledgeGraph.py
README.md		README.md
Search.py		Search.py
Speech.py		Speech.py
dataset_construction.py		dataset_construction.py
requirements.txt		requirements.txt
utils.py		utils.py