Datasets:
Languages:
English
Size:
1M<n<10M
ArXiv:
Tags:
task-oriented-dialog
task-oriented-dialogues
dialog-flow
dialog-modeling
dialogue-flow
dialogue-modeling
License:
sergioburdisso
commited on
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README.md
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This page hosts the dataset introduced in the paper ["Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction"](https://arxiv.org/abs/2410.18481) published in the EMNLP 2024 main conference.
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The dataset is composed of 20 task-oriented datasets in which all dialog act names have been standirized.
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##
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WIP
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## How to use
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This page hosts the dataset introduced in the paper ["Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction"](https://arxiv.org/abs/2410.18481) published in the EMNLP 2024 main conference.
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The dataset is composed of 20 task-oriented datasets in which all dialog act names have been standirized.
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## Utterances/Sentences Dataset
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WIP
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## Individual Task-Oriented Dialog Datasets
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WIP
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### Stats and Licenses
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| Name | Train | Validation | Test | Total | License |
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|--------------------|--------|------------|-------|--------|-------------------------------------------------------------|
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| ABCD | 8034 | 1004 | 1004 | 10042 | MIT License |
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| BiTOD | 2952 | 295 | 442 | 3689 | Apache License 2.0 |
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| Disambiguation | 8433 | 999 | 1000 | 10432 | MiT License |
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| DSTC2-Clean | 1612 | 506 | 1117 | 3235 | GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007 |
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| FRAMES | 1329 | 0 | 40 | 1369 | GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007 |
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| GECOR | 676 | 0 | 0 | 676 | CC BY 4.0 |
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| HDSA-Dialog | 8438 | 1000 | 1000 | 10438 | MIT License |
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| KETOD | 4247 | 545 | 532 | 5324 | MiT License |
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| MS-DC | 10000 | 0 | 0 | 10000 | MICROSOFT RESEARCH LICENSE TERMS |
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| MulDoGO | 59939 | 1150 | 2319 | 63408 | Community Data License Agreement – Permissive – Version 1.0 |
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| MultiWOZ_2.1 | 8434 | 999 | 1000 | 10433 | MiT License |
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| MULTIWOZ2_2 | 8437 | 1000 | 1000 | 10437 | Mit License |
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| SGD | 16142 | 2482 | 4201 | 22825 | CC BY-SA 4.0 |
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| SimJointGEN | 100000 | 10000 | 10000 | 120000 | No license |
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| SimJointMovie | 384 | 120 | 264 | 768 | No license |
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| SimJointRestaurant | 1116 | 349 | 775 | 2240 | No license |
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| Taskmaster1 | 6170 | 769 | 769 | 7708 | Attribution 4.0 International (CC BY 4.0) |
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| Taskmaster2 | 17304 | 0 | 0 | 17304 | Creative Commons Attribution 4.0 License (CC BY 4.0) |
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| Taskmaster3 | 22724 | 17019 | 17903 | 57646 | Creative Commons Attribution 4.0 License (CC BY 4.0) |
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| WOZ2_0 | 600 | 200 | 400 | 1200 | Apache License 2.0 |
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## Citing & Authors
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```bibtex
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@inproceedings{burdisso-etal-2024-dialog2flow,
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title = "Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow Extraction",
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author = "Burdisso, Sergio and
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Madikeri, Srikanth and
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Motlicek, Petr",
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booktitle = "Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing",
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month = nov,
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year = "2024",
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address = "Miami",
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publisher = "Association for Computational Linguistics",
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}
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```
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## License
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Changes performed
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Copyright (c) 2024 [Idiap Research Institute](https://www.idiap.ch/).
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MIT License.
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