WebRL-Llama-3.1-8B is the open-source version of WebRL in Llama-3.1-8B released by Zhipu AI.
It has the ability to complete web operations on five websites in WebArena: OpenStreetMap (Map), Reddit, GitLab, online store content management system (CMS) and OneStopShop (OSS).
Evaluation Results
We evaluated the WebRL-GLM-4-9B model on WebArena-Lite and obtained the following results:
Model
Reddit
Gitlab
CMS
Map
OSS
Avg.SR
Llama-3.1-8B-Instruct
0.0
3.3
2.9
3.3
11.1
4.8
GLM-4-9B-Chat
5.3
10.0
6.7
3.3
6.7
6.1
WebRL-Llama-3.1-8B
63.2
46.7
54.3
36.7
31.1
42.4
For more inference code and requirements, please visit our [github page](GitHub - THUDM/WebRL).
Citations
If you find our work useful, please consider citing the following paper.
@artical{qi2024webrl,
title={WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning},
author={Zehan Qi and Xiao Liu and Iat Long Iong and Hanyu Lai and Xueqiao Sun and Xinyue Yang and Jiadai Sun and Yu Yang and Shuntian Yao and Tianjie Zhang and Wei Xu and Jie Tang and Yuxiao Dong},
journal={arXiv preprint arXiv:2411.02337},
year={2024},
}
Runs of THUDM webrl-llama-3.1-8b on huggingface.co
894
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs
More Information About webrl-llama-3.1-8b huggingface.co Model
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webrl-llama-3.1-8b is an open source model from GitHub that offers a free installation service, and any user can find webrl-llama-3.1-8b on GitHub to install. At the same time, huggingface.co provides the effect of webrl-llama-3.1-8b install, users can directly use webrl-llama-3.1-8b installed effect in huggingface.co for debugging and trial. It also supports api for free installation.