Auction Arena
Source code for our paper: Put Your Money Where Your Mouth Is: Evaluating Strategic Planning and Execution of LLM Agents in an Auction Arena. (Logo generated by DALL·E 3.)
What is Auction Arena?
Auction Arena is a simulated multi-agent battleground for Language Agents (or humans) to battle with each other for clear objectives, such as earn as much 💰 as possible (🤑🤑🤑). This is a setting chosen for being highly strategic, unpredictable and involving many skills related to resource and risk management, while also being easy to evaluate.
DEMO System
The demo of this auction arena is hosted at Auction-Arena-Demo. Have fun with that! You can either watch a bunch of AI battling each other, or you can engage in the arena personally by setting model_name as human. Good luck with your score!
Dependencies
- Prepare requirements:
pip install -r requirements.txt - Set OpenAI, Anthropic, Google API Key:
export OPENAI_API_KEY=xxx(For GPT-4 or GPT-3.5)export ANTHROPIC_API_KEY=xxx(For Claude-2 or Claude-Instant-1.2)export GOOGLE_API_KEY=xxx(For PaLM-2, but you may have RateLimitError using GenerativeAI platform.)
Set up Demo
Run python3 app.py.
Run Experiments
Run python3 auction_workflow.py --input_dir data/example --repeat 1 --shuffle --threads 2
Note that there must be an items_demo.jsonl and a bidders_demo.jsonl file within data/example directory. You can set the parameters of bidders and items in these two files.
Citation
If you find our work useful for yours, please kindly cite our paper.