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HoppingTooLate

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Exploring the Limitations of Large Language Models on Multi-Hop Queries

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# Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries

This repository contains the official code of the paper 
[Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries](https://arxiv.org/abs/2406.12775) presented at EMNLP 2024.

## Setup

The benchmark creation and all experiments and evaluations were conducted in a Python 3.9 environment.
To clone the repository and set up the environment, please run the following commands:
```shell
git clone https://github.com/edenbiran/HoppingTooLate.git
cd HoppingTooLate
pip install -r requirements.txt
```

## Dataset

The dataset created for this work is available in `data/two_hop.csv`.

Creating the dataset can be done using `src/create_dataset.py` and evaluating a model on the dataset on can be done using `src/evaluate_dataset.py`.

## Experiments

The experiments in the paper can be reproduced using the following scripts:
- `src/generate_entity_description.py` - The Patchscopes entity description experiments.
- `src/patch_activations.py` - The back-patching experiments.
- `src/project_sublayer.py` - The sublayer Projection experiments.
- `src/knockout_attention.py` - The attention knockout experiments.

## Results

Classifying the experiments results can be done using `src/classify_results.py` and analyzing the classified results can be done using `src/analyze_results.py`.

## Citation
```
@inproceedings{biran-etal-2024-hopping,
    title = "Hopping Too Late: Exploring the Limitations of Large Language Models on Multi-Hop Queries",
    author = "Biran, Eden  and
      Gottesman, Daniela  and
      Yang, Sohee  and
      Geva, Mor  and
      Globerson, Amir",
    editor = "Al-Onaizan, Yaser  and
      Bansal, Mohit  and
      Chen, Yun-Nung",
    booktitle = "Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2024",
    address = "Miami, Florida, USA",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.emnlp-main.781/",
    doi = "10.18653/v1/2024.emnlp-main.781",
    pages = "14113--14130"
}
```

HoppingTooLate

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