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Repo of LLAMA-ACT-R, A Neuro-Symbolic Architecture (ACT-R) for LLM Decision Making

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LLM-ACT-R

This ongoing project aims to develop a novel hybrid architecture called LLM-ACTR designed to address the limitations of Large Language Models (LLMs) in decision-making.

Structure

The repository is organized into the following main directories:

  • /VSM-ACTR: This directory hosts all resources related to the VSM-ACTR cognitive model.
  • /Notebooks: Contains notebooks to support results of aaai submission.

VSM-ACTR

  • /model: Core model file.
  • /raw data: output sample from cognitive model.
  • /processed data: preprocessed dataset

Data Science Notebooks

  • /feature extraction: Notebooks for feature extraction for behavior prediction.
  • /finetuning: Notebook for fine-tuning for knowledge transfer.
  • /baseline: Notebooks with two baselines.
  • /salient embedding: Notebooks for VSM-ACTR traces semantic extraction and dimension reduction.
  • /VSM-ACTR analysis: Notebook to analysis VSM-ACTR.

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Repo of LLAMA-ACT-R, A Neuro-Symbolic Architecture (ACT-R) for LLM Decision Making

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