DualLoRA: Zero-Shot Cross-Domain Dialogue State Tracking via Dual Low-Rank Adaptations

Code for our Paper "DualLoRA: Zero-Shot Cross-Domain Dialogue State Tracking via Dual Low-Rank Adaptations"

🔥 Run our Code

Create a new environment with python==3.9

conda create -n duallora python==3.9

Install the requirement packages

pip install -r requirements.txt

📚 Dataset

MutliWOZ

python create_mwoz.py

use create_data_2_1.py if want to run with multiwoz2.1

🚀 Zero-shot cross-domain

python train.py --train_batch_size 8 --gradient_accumulation_steps 8 --except_domain ${domain} --n_epochs 5 --zero_initialization lora

--except_domain: hold out domain, choose one from [hotel, train, attraction, restaurant, taxi]