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Add paper and baseline information
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krzentner committed May 15, 2024
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Expand Up @@ -24,6 +24,33 @@ You will also need to install a version of Meta-World. language-world should wor

Alternatively, copy [this file](./src/language_world/__init__.py) into your project.

## Paper

`language-world` was introduced in a paper "Conditionally Combining Robot Skills using Large Language Models," presented at ICRA 2024.
A preprint is available at [this arXiv url](https://arxiv.org/abs/2310.17019).

If you use `language-world` in your research, please cite:

```
@misc{zentner2023conditionally,
title={Conditionally Combining Robot Skills using Large Language Models},
author={K. R. Zentner and Ryan Julian and Brian Ichter and Gaurav S. Sukhatme},
year={2023},
eprint={2310.17019},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
```

## Baseline Code and Results

Data files of the original experiments, as well as code is available in the [llm-skill-mixing](https://github.com/krzentner/language-world/tree/llm-skill-mixing) branch.
Please note that this code is fairly unoptimized and uses an older API to the benchmark.

## API Documentation

Detailed reference documentation is available [here](https://krzentner.github.io/language-world/).

Language-World consists of three main components:

First, a set of natural language task descriptions available as a dictionary: `language_world.TASK_DESCRIPTIONS: dict[str, str]`
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