/fact-checking-pipeline

Fact-checking pipeline for climate change-related claims.

Primary LanguagePython

title emoji colorFrom colorTo sdk app_file pinned license python_version startup_duration_timeout
Fact checking pipeline
🌎
green
gray
docker
app.py
false
mit
3.11
2h

FactChecking

FactChecking provides a robust pipeline for fact-checking climate change-related claims.

Features

  1. Document Retrieval:
    Given a controversial claim, the system searches the internet for documents containing relevant information. It identifies and retrieves documents that may help in the validation of the claim.

  2. Evidence Extraction:
    Extracts specific text snippets or sentences from the retrieved documents. Focuses on extracting information directly related to the claim to provide relevant context.

  3. Stance Detection:
    Analyzes the extracted evidence to determine its stance regarding the claim. Classifies the stance as: no stance, support, or refute.

  4. Claim Validation:
    Assesses the overall validity of the claim based on the extracted evidence and stance detection results. Provides a clear conclusion on whether the claim is supported or refuted, along with the relevant context.