|
--- |
|
license: gpl-2.0 |
|
configs: |
|
- config_name: alfworld |
|
data_files: |
|
- split: test |
|
path: |
|
- data/alfworld/test.jsonl |
|
- config_name: scienceworld |
|
data_files: |
|
- split: test |
|
path: |
|
- data/scienceworld/test.jsonl |
|
- config_name: babyai |
|
data_files: |
|
- split: test |
|
path: |
|
- data/babyai/test.jsonl |
|
- config_name: jericho |
|
data_files: |
|
- split: test |
|
path: |
|
- data/jericho/test.jsonl |
|
- config_name: pddl |
|
data_files: |
|
- split: test |
|
path: |
|
- data/pddl/test.jsonl |
|
- config_name: webarena |
|
data_files: |
|
- split: test |
|
path: |
|
- data/webarena/test.jsonl |
|
- config_name: webshop |
|
data_files: |
|
- split: test |
|
path: |
|
- data/webshop/test.jsonl |
|
- config_name: tool-query |
|
data_files: |
|
- split: test |
|
path: |
|
- data/tool-query/test.jsonl |
|
- config_name: tool-operation |
|
data_files: |
|
- split: test |
|
path: |
|
- data/tool-operation/test.jsonl |
|
language: |
|
- en |
|
tags: |
|
- Embodied AI |
|
- Game |
|
- Web |
|
- Tool |
|
size_categories: |
|
- 1K<n<10K |
|
task_categories: |
|
- text-generation |
|
pretty_name: AgentBoard |
|
--- |
|
|
|
|
|
<div align="center"> |
|
<img src="./assets/agentboard.png" style="width: 20%;height: 10%"> |
|
<h1> AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents </h1> |
|
</div> |
|
|
|
This is the official dataset repository of [AgentBoard](https://github.com/hkust-nlp/agentboard). |
|
|
|
## 1. Data Overview |
|
AgentBoard is composed of 9 diverse tasks which can be divided into 4 types, including **Embodied AI**, **Game**, **Web**, and **Tool**: |
|
|
|
|
|
<table align="center"> |
|
<tbody> |
|
<tr align="center" valign="bottom"> |
|
<td> |
|
<b>Embodied AI</b> |
|
</td> |
|
<td> |
|
<b>Game</b> |
|
</td> |
|
<td> |
|
<b>Web</b> |
|
</td> |
|
<td> |
|
<b>Tool</b> |
|
</td> |
|
</tr> |
|
<tr valign="top"> |
|
<td> |
|
|
|
- AlfWorld |
|
- ScienceWorld |
|
- BabyAI |
|
|
|
</td> |
|
|
|
<td> |
|
|
|
- Jericho |
|
- PDDL |
|
|
|
</td> |
|
|
|
<td> |
|
|
|
- WebShop |
|
- WebArena |
|
|
|
</td> |
|
|
|
<td> |
|
|
|
- Tool-Query |
|
- Tool-Operation |
|
|
|
</td> |
|
|
|
</tr> |
|
</tbody> |
|
</table> |
|
|
|
|
|
And statistics of the evaluation data of 9 environments are as follows: |
|
|
|
| | AlfWorld | ScienceWorld | BabyAI | Jericho | PDDL | WebShop | WebArena | Tool-Query | Tool-Operation | |
|
|-------|----------|--------------|--------|---------|------|---------|----------|------------|----------------| |
|
| **\#Environment** | 134 | 90 | 112 | 20 | 60 | 251 | 245 | 60 | 40 | |
|
| **\#Turn** | 6 | 15 | 10 | 20 | 20 | 3 | 25 | 5 | 6 | |
|
| **\#Action Space** | 13 | 21 | 8 | 150 | 8 | 2 | 12 | 15 | 16 | |
|
| **\#Context Length** | 900 | 2800 | 1800 | 1500 | 2700 | 1200 | 15000 | 2100 | 4300 | |
|
| **Progress Rate** | subgoal | subgoal | subgoal | subgoal | match | match | match | subgoal | subgoal/match | |
|
| **\#Avg. Subgoals** | 3 | 5 | 4 | 6 | 6 | 4 | 6 | 5 | 5 | |
|
| **Hard/Easy Cutoff** | 3 | 3 | 3 | 4 | 6 | 1 | 4 | 4 | 4 | |
|
|
|
To help researchers quickly understand evaluation data of each task, we provide **Dataset Viewer** at Huggingface Dataset: [🤗 AgentBoard](https://huggingface.co/datasets/hkust-nlp/agentboard/). |
|
|
|
> Note: Please download the dataset from the link provided below for the reason that the data in Dataset Viewer is not complete. |
|
|
|
## 2. Download Link |
|
You can download the whole evaluation data by running the following command: |
|
```shell |
|
wget https://huggingface.co/datasets/hkust-nlp/agentboard/resolve/main/data.tar.gz |
|
``` |
|
Please uncommpress the file and move the data to `AgentBoard/data`. |
|
```shell |
|
cd AgentBoard |
|
mkdir data |
|
tar -zxvf data.tar.gz |
|
``` |
|
|
|
The file structure of evaluation data is as follows: |
|
<details> |
|
<summary> |
|
Click to expand the file structure |
|
</summary> |
|
|
|
``` |
|
data |
|
├── alfworld |
|
│ ├── alfred.pddl # additional data for alfworld |
|
│ ├── alfred.twl2 # additional data for alfworld |
|
│ ├── json_2.1.1 # additional data for alfworld |
|
│ └── test.jsonl |
|
├── babyai |
|
│ └── test.jsonl |
|
├── jericho |
|
│ ├── test.jsonl |
|
│ └── z-machine-games-master # additional data for jericho |
|
├── pddl |
|
│ └── test.jsonl |
|
├── scienceworld |
|
│ └── test.jsonl |
|
├── tool-operation |
|
│ └── test.jsonl |
|
├── tool-query |
|
│ ├── academia # additional data for academia tool |
|
│ └── test.jsonl |
|
├── webarena |
|
│ └── test.jsonl |
|
└── webshop |
|
└── test.jsonl |
|
``` |
|
|
|
</details> |
|
|
|
## 3. Data Fields |
|
We take an instance from the `ScienceWorld` task as an example to illustrate the data fields of evaluation data. |
|
```json |
|
{ |
|
"task": "scienceworld", |
|
"id": 0, |
|
"goal": "Your task is to find the animal with the longest life span. The animals are in the 'outside' location. Focus on the animal with the longest life span.", |
|
"subgoals": ["You move to the outside.", "You focus on the crocodile egg."], |
|
"difficulty": "easy", |
|
"additional_info": {"var": 5, "env_name": "lifespan-longest-lived"} |
|
} |
|
``` |
|
Details of the data fields are as follows: |
|
| Field Name | Description | |
|
|------------|-------------| |
|
| `task` | The task name of the example, e.g. `alfworld`, `babyai`, `jericho`, `pddl`, `scienceworld`, `tool-operation`, `tool-query`, `webarena`, `webshop`. | |
|
| `id` | The id of the example. | |
|
| `goal` | The goal of the example. | |
|
| `subgoals` | The subgoals of the example. | |
|
| `difficulty` | The difficulty of the example, e.g. `easy`, `hard`. | |
|
| `additional_info` | The additional information of the example, each example has its own additional information. | |
|
|
|
|
|
## 4. Citation |
|
```bibtex |
|
@misc{ma2024agentboard, |
|
title={AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents}, |
|
author={Chang Ma and Junlei Zhang and Zhihao Zhu and Cheng Yang and Yujiu Yang and Yaohui Jin and Zhenzhong Lan and Lingpeng Kong and Junxian He}, |
|
year={2024}, |
|
eprint={2401.13178}, |
|
archivePrefix={arXiv}, |
|
primaryClass={cs.CL} |
|
} |
|
``` |
