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Using LLMs for Syntactic Research

Overview

This repository includes the scripts used to reproduce Experiment 2 from Salzmann et al. (2022) with GPT 3.5 Turbo and/or GPT 4. The original items and data belong to Salzmann et al. (2022) and were excluded in this repository. To query GPT 3.5 Turbo api_call_judgment.ipynb can be used. The results from the queries are saved to /results. The generalized linear mixed models for statistic inference can be realized with reproduction_exp2.R in /data. The scripts load_human_results.ipynb and load_llm_results.ipynb will help with analyzing the results.

Packages

Necessary python packages can be installed with:

poetry install

Nececssary R packages can be installed with the provided R file.

Discussion

For a discussion of this project and their results, please consider: Using LLMs for Syntactic Research (Seeth 2024)