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In this preliminary study, we investigate a GPT-driven intent-based reasoning approach to streamline tool selection for large language models (LLMs) aimed at system efficiency.
Stable Diffusion For Aerial Object Detection. In NeurIPS 2023 Workshop on Synthetic Data Generation with Generative AI
Yanan Jian, Fuxun Yu, Simranjit Singh, and Dimitrios Stamoulis. 2023 · 2023
Earlier work this paper cites.
Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models
Pan Lu, Baolin Peng, Hao Cheng, Michel Galley, Kai-Wei Chang, Ying Nian Wu, Song-Chun Zhu, and Jianfeng Gao. 2023 · 2023
Earlier work this paper cites.
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Yujia Qin, Shihao Liang, Yining Ye, Kunlun Zhu, Lan Yan, Yaxi Lu, Yankai Lin, Xin Cong, Xiangru Tang, Bill Qian, Sihan Zhao, Lauren Hong, Runchu Tian, Ruobing Xie, Jie Zhou, Mark Gerstein, Dahai Li, Zhiyuan Liu, and Maosong Sun. 2023 · 2023
Earlier work this paper cites.
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Brian Ichter, Fei Xia, Ed Chi, Quoc Le, and Denny Zhou. 2023 · 2023
Cited alongside, same era.
ReAct: Synergizing Reasoning and Acting in Language Models
Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao. 2023 · 2023
Cited alongside, same era.
WebArena: A Realistic Web Environment for Building Autonomous Agents
Shuyan Zhou, Frank F. Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig. 2023 · 2023
Cited alongside, same era.
Evaluating Tool-Augmented Agents in Remote Sensing Platforms. In ICLR 2024 Workshop: 2nd Machine Learning for Remote Sensing Workshop
Simranjit Singh, Michael Fore, and Dimitrios Stamoulis. 2024a · 2024
Closest in time.
GeoLLM-Engine: A Realistic Environment for Building Geospatial Copilots. In CVPR 2024 Workshop EARTHVISION 2024
Simranjit Singh, Michael Fore, and Dimitrios Stamoulis. 2024b · 2024
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