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README.md
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# Dataset Card for KVRET
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- **Repository:** https://nlp.stanford.edu/blog/a-new-multi-turn-multi-domain-task-oriented-dialogue-dataset/
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- **Paper:** https://arxiv.org/pdf/1705.05414.pdf
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- **Leaderboard:** None
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- **Who transforms the dataset:** Qi Zhu(zhuq96 at gmail dot com)
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### Dataset Summary
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In an effort to help alleviate this problem, we release a corpus of 3,031 multi-turn dialogues in three distinct domains appropriate for an in-car assistant: calendar scheduling, weather information retrieval, and point-of-interest navigation. Our dialogues are grounded through knowledge bases ensuring that they are versatile in their natural language without being completely free form.
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- **How to get the transformed data from original data:**
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- Run `python preprocess.py` in the current directory.
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- **Main changes of the transformation:**
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- Create user `dialogue acts` and `state` according to original annotation.
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- Put dialogue level kb into system side `db_results`.
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- Skip repeated turns and empty dialogue.
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- **Annotations:**
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- user dialogue acts, state, db_results.
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### Supported Tasks and Leaderboards
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NLU, DST, Context-to-response
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### Languages
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English
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### Data Splits
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| split | dialogues | utterances | avg_utt | avg_tokens | avg_domains | cat slot match(state) | cat slot match(goal) | cat slot match(dialogue act) | non-cat slot span(dialogue act) |
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|------------|-------------|--------------|-----------|--------------|---------------|-------------------------|------------------------|--------------------------------|-----------------------------------|
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| train | 2424 | 12720 | 5.25 | 8.02 | 1 | - | - | - | 98.07 |
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| validation | 302 | 1566 | 5.19 | 7.93 | 1 | - | - | - | 97.62 |
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| test | 304 | 1627 | 5.35 | 7.7 | 1 | - | - | - | 97.72 |
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| all | 3030 | 15913 | 5.25 | 7.98 | 1 | - | - | - | 97.99 |
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3 domains: ['schedule', 'weather', 'navigate']
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- **cat slot match**: how many values of categorical slots are in the possible values of ontology in percentage.
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- **non-cat slot span**: how many values of non-categorical slots have span annotation in percentage.
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### Citation
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```
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@inproceedings{eric-etal-2017-key,
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title = "Key-Value Retrieval Networks for Task-Oriented Dialogue",
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author = "Eric, Mihail and
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Krishnan, Lakshmi and
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Charette, Francois and
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Manning, Christopher D.",
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booktitle = "Proceedings of the 18th Annual {SIG}dial Meeting on Discourse and Dialogue",
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year = "2017",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/W17-5506",
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}
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```
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### Licensing Information
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TODO
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