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A Study on Contradiction Detection using a Neuro-Symbolic Approach

This repository contains the code and data used in the experiments for the paper "A Study on Contradiction Detection using a Neuro-Symbolic Approach."

Project Structure

  • output/
    This folder contains the results obtained from the LLMs during the experiments.

  • Merged_LLU.csv
    This CSV file contains the dataset used for contradiction detection tasks.
    Each row represents a sentence pair along with its label:

    • sentence1: The first sentence.
    • sentence2: The second sentence.
    • label: Indicates whether the pair is contradictory or neutral.

  • program.asp
    This file contains the Answer Set Programming (ASP) rules designed to automatically detect contradictions.

  • query_gpt.py
    A Python script that uses the OpenAI API to interact with two models: GPT-01 and GPT-03 Mini.

Note

To use the OpenAI API, you must have a valid API key. Set your API key as follows: bash export OPENAI_API_KEY="your-api-key"