RUCAIBox / mvp-task-dialog

MVP-task-dialog

The MVP-task-dialog model was proposed in MVP: Multi-task Supervised Pre-training for Natural Language Generation by Tianyi Tang, Junyi Li, Wayne Xin Zhao and Ji-Rong Wen.

The detailed information and instructions can be found https://github.com/RUCAIBox/MVP .

Model Description

MVP-task-dialog is a prompt-based model that MVP is further equipped with prompts pre-trained using labeled task-oriented system datasets. It is a variant (MVP+S) of our main MVP model. It follows a Transformer encoder-decoder architecture with layer-wise prompts.

MVP-task-dialog is specially designed for task-oriented tasks, such as MultiWOZ.

Example

>>> from transformers import MvpTokenizer, MvpForConditionalGeneration

>>> tokenizer = MvpTokenizer.from_pretrained("RUCAIBox/mvp")
>>> model = MvpForConditionalGeneration.from_pretrained("RUCAIBox/mvp-task-dialog")

>>> inputs = tokenizer(
...     "Given the task dialog: System response [X_SEP] I'm looking for a affordable BBQ restaurant in Dallas for a large group of guest.",
...     return_tensors="pt",
... )
>>> generated_ids = model.generate(**inputs)
>>> tokenizer.batch_decode(generated_ids, skip_special_tokens=True)
['What date and time would you like to go?']

Related Models

MVP : https://huggingface.co/RUCAIBox/mvp .

Prompt-based models :

• MVP-multi-task: https://huggingface.co/RUCAIBox/mvp-multi-task .
• MVP-summarization: https://huggingface.co/RUCAIBox/mvp-summarization .
• MVP-open-dialog: https://huggingface.co/RUCAIBox/mvp-open-dialog .
• MVP-data-to-text: https://huggingface.co/RUCAIBox/mvp-data-to-text .
• MVP-story: https://huggingface.co/RUCAIBox/mvp-story .
• MVP-question-answering: https://huggingface.co/RUCAIBox/mvp-question-answering .
• MVP-question-generation: https://huggingface.co/RUCAIBox/mvp-question-generation .
• MVP-task-dialog: https://huggingface.co/RUCAIBox/mvp-task-dialog .

Multi-task models :

• MTL-summarization: https://huggingface.co/RUCAIBox/mtl-summarization .
• MTL-open-dialog: https://huggingface.co/RUCAIBox/mtl-open-dialog .
• MTL-data-to-text: https://huggingface.co/RUCAIBox/mtl-data-to-text .
• MTL-story: https://huggingface.co/RUCAIBox/mtl-story .
• MTL-question-answering: https://huggingface.co/RUCAIBox/mtl-question-answering .
• MTL-question-generation: https://huggingface.co/RUCAIBox/mtl-question-generation .
• MTL-task-dialog: https://huggingface.co/RUCAIBox/mtl-task-dialog .

Citation

@article{tang2022mvp,
  title={MVP: Multi-task Supervised Pre-training for Natural Language Generation},
  author={Tang, Tianyi and Li, Junyi and Zhao, Wayne Xin and Wen, Ji-Rong},
  journal={arXiv preprint arXiv:2206.12131},
  year={2022},
  url={https://arxiv.org/abs/2206.12131},
}