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README.md
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---
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license: apache-2.0
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tags:
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# multiwoz21
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This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.5254
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## Model description
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## Training procedure
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@@ -44,22 +86,6 @@ The following hyperparameters were used during training:
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- lr_scheduler_type: linear
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- num_epochs: 10.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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| No log | 1.0 | 66 | 2.0358 |
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| No log | 2.0 | 132 | 1.8007 |
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| No log | 3.0 | 198 | 1.6993 |
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| No log | 4.0 | 264 | 1.6388 |
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| No log | 5.0 | 330 | 1.6028 |
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| No log | 6.0 | 396 | 1.5719 |
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| No log | 7.0 | 462 | 1.5516 |
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| 1.801 | 8.0 | 528 | 1.5360 |
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| 1.801 | 9.0 | 594 | 1.5276 |
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| 1.801 | 10.0 | 660 | 1.5254 |
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### Framework versions
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- Transformers 4.18.0
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---
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language:
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- en
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license: apache-2.0
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tags:
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- t5-small
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- text2text-generation
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- dialogue generation
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- conversational system
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- task-oriented dialog
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datasets:
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- ConvLab/multiwoz21
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metrics:
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- LM loss
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model-index:
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- name: t5-small-goal2dial-multiwoz21
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results:
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- task:
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type: text2text-generation
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name: dialogue generation
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dataset:
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type: ConvLab/multiwoz21
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name: MultiWOZ 2.1
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split: train
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revision: 5f55375edbfe0270c20bcf770751ad982c0e6614
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metrics:
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- type: Language model loss
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value: 1.5772826686049952
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name: LM loss
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- task:
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type: text2text-generation
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name: dialogue generation
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dataset:
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type: ConvLab/multiwoz21
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name: MultiWOZ 2.1
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split: validation
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revision: 5f55375edbfe0270c20bcf770751ad982c0e6614
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metrics:
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- type: Language model loss
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value: 1.5253684520721436
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name: LM loss
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- task:
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type: text2text-generation
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name: dialogue generation
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dataset:
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type: ConvLab/multiwoz21
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name: MultiWOZ 2.1
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split: test
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revision: 5f55375edbfe0270c20bcf770751ad982c0e6614
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metrics:
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- type: Language model loss
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value: 1.515929937362671
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name: LM loss
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widget:
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- text: "You want to book a taxi. The taxi should go to pizza hut fen ditton and should depart from saint john's college. The taxi should leave after 17:15. Make sure you get car type and contact number"
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- text: "You are traveling to Cambridge and looking forward to try local restaurants. You are looking for a particular attraction. Its name is called nusha. Make sure you get postcode and address. You are also looking for a place to dine. The restaurant should be in the expensive price range and should serve indian food. The restaurant should be in the centre. Make sure you get address"
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inference:
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parameters:
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max_length: 1024
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---
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# t5-small-goal2dial-multiwoz21
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This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on [MultiWOZ 2.1](https://huggingface.co/datasets/ConvLab/multiwoz21).
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Refer to [ConvLab-3](https://github.com/ConvLab/ConvLab-3) for model description and usage.
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## Training procedure
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- lr_scheduler_type: linear
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- num_epochs: 10.0
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### Framework versions
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- Transformers 4.18.0
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