My-Custom-AI/ACE-BB

1---2dataset_info:3- config_name: choice_behavior4  features:5  - name: query6    dtype: string7  - name: experiment_label8    dtype: string9  - name: experiment_number10    dtype: int6411  - name: sku12    sequence: string13  - name: title14    sequence: string15  - name: url16    sequence: string17  - name: image_url18    sequence: string19  - name: sponsored20    sequence: bool21  - name: rating22    sequence: float6423  - name: rating_count24    sequence: int6425  - name: price26    sequence: float6427  - name: overall_pick28    sequence: bool29  - name: best_seller30    sequence: bool31  - name: limited_time32    sequence: bool33  - name: discounted34    sequence: bool35  - name: low_stock36    sequence: bool37  - name: stock_quantity38    sequence: int6439  - name: position_in_experiment40    sequence: int6441  - name: assigned_position42    sequence: int6443  - name: desired_choice44    sequence: int6445  - name: original_price46    sequence: float6447  - name: original_rating48    sequence: float6449  - name: original_rating_count50    sequence: int6451  - name: screenshot52    dtype: image53  splits:54  - name: data55    num_bytes: 1546477709.556    num_examples: 450057  download_size: 149522985258  dataset_size: 1546477709.559- config_name: market_share60  features:61  - name: query62    dtype: string63  - name: experiment_label64    dtype: string65  - name: experiment_number66    dtype: int6467  - name: sku68    sequence: string69  - name: title70    sequence: string71  - name: url72    sequence: string73  - name: image_url74    sequence: string75  - name: sponsored76    sequence: bool77  - name: rating78    sequence: float6479  - name: rating_count80    sequence: int6481  - name: price82    sequence: float6483  - name: overall_pick84    sequence: bool85  - name: best_seller86    sequence: bool87  - name: limited_time88    sequence: bool89  - name: discounted90    sequence: bool91  - name: low_stock92    sequence: bool93  - name: stock_quantity94    sequence: int6495  - name: position_in_experiment96    sequence: int6497  - name: assigned_position98    sequence: int6499  - name: desired_choice100    sequence: int64101  - name: original_price102    sequence: float64103  - name: original_rating104    sequence: float64105  - name: original_rating_count106    sequence: int64107  - name: screenshot108    dtype: image109  splits:110  - name: data111    num_bytes: 1529079760.0112    num_examples: 4500113  download_size: 1477239608114  dataset_size: 1529079760.0115configs:116- config_name: choice_behavior117  data_files:118  - split: data119    path: choice_behavior/data-*120- config_name: market_share121  data_files:122  - split: data123    path: market_share/data-*124---125# ACE-BB Dataset126 127ACE-BB (Agentic e-Commerce - choice Behavior & Biases) is a set of experiments for studying how autonomous AI agents behave when shopping in e-commerce settings.128The dataset enables controlled experiments on AI shopping behavior by providing synthetic tasks which evaluate agents' choice behavior & biases.129 130## Paper131 132**ArXiv**: [https://arxiv.org/abs/XXXX.XXXXX](https://arxiv.org/abs/XXXX.XXXXX)133 134## Dataset Description135 136This dataset contains experimental data from studying how AI shopping agents behave in e-commerce settings:137 138### Choice Behavior & Biases Experiments139- 500 randomized scenarios per product category140- Exogenous variation in:141  - Product positions (2×4 grid layout)142  - Platform tags (Sponsored, Overall Pick, Scarcity)143  - Product attributes (price, rating, number of reviews)144- Measures AI agent sensitivity to platform levers and product characteristics145 146### Dataset Subsets147 148- `choice_behavior`149- `market_share`150 151## Usage152 153To reproduce experiments or run on new models, please refer to the [ACES codebase](https://github.com/mycustomai/ACE).154 155## Citation156 157If you use this dataset in your research, please cite:158 159```bibtex160@misc{allouah2025acebb,161	author       = { Amine Allouah, Omar Besbes, Josué D Figueroa, Yash Kanoria and Akshit Kumar },162	title        = { ACE-BB (Revision 499ec41) },163	year         = 2025,164	url          = { https://huggingface.co/datasets/My-Custom-AI/ACE-BB },165	doi          = { 10.57967/hf/6124 },166	publisher    = { Hugging Face }167}168```169 170## License171 172This dataset is licensed under the MIT License and includes publically accessible data from Amazon.com.173 174## Contact175 176For questions or issues, please open a GitHub issue in the [ACES repository](https://github.com/mycustomai/ACES) or contact the authors through the paper correspondence information.