This is our code repo for paper "Agent4Ranking: Semantic Robust Ranking via Personalized Query Rewriting Using Multi-agent LLM".
ROBR
├── data # Dataset files
│ ├── Industrial # For industrial dataset in Baidu
│ └── Trec04 # Robust04 dataset
├── Finetuning # Fituning files
│ ├── test # Test files of the fine-tuning models
│ └── train # Training files of the fine-tuning models
├── model # Code impletation of robust model
│ ├── model_bert.py # Robust model - bert based backbone model
│ ├── model_ernie.py # Robust model - ernie based backbone model
│ ├── model_roberta.py # Robust model - roberta based backbone model
│ ├── test_bert.py # Robust model test - bert based backbone model
│ ├── test_ernie.py # Robust model test - ernie based backbone model
│ └── test_roberta.py # Robust model test - roberta based backbone model
├── model_path # model save folder
│ ├── Pre-trained_model # pre-trained models
│ └── Raw_model # Raw pre-trained models dowload from Hugging-face
└── rewriting # Query rewrite script
├── prompt_cn.py # For industrial dataset
└── prompt_en.py # For public dataset