stancemining 0.1.0

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Stance Target Mining

A tool for mining stance targets from a corpus of documents.

Installation

pip install git+https://github.com/bendavidsteel/stancemining.git

To get stance targets and stance from a corpus of documents

import stancemining

model = stancemining.StanceMining()

document_df = model.fit_transform(docs)
target_info_df = model.get_target_info()

To get stance target, stance, and stance trends from a corpus of documents

import stancemining

model = stancemining.StanceMining()
document_df = model.fit_transform(docs)
trend_df = stancemining.get_stance_trends(document_df)

To deploy stancemining app

docker compose up

To reproduce experimental results

Rename ./config/config_default.yaml to ./config/config.yaml and set the parameters in the file. Run:

python ./experiments/scripts/main.py

You may need to setup a WanDB project. Run

python ./experiments/scripts/get_results.py

To have the metrics written to a latex table saved as a tex file.