Datasets:
ibm
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Formats:
csv
Languages:
English
ArXiv:
Libraries:
Datasets
pandas
License:
intent
stringlengths
2
25
user_utterance
stringlengths
1
150
origin
stringclasses
3 values
accept_reservations
am i able to make reservations at spago in beverly hills
original
accept_reservations
any clue as to if taco bell takes reservations
original
accept_reservations
any idea as to if taco bell takes reservations
original
accept_reservations
are reservations allowed at burger king?
original
accept_reservations
are reservations allowed at burger king?
original
accept_reservations
are reservations taken at redrobin?
original
accept_reservations
are reservations taken at redrobin?
original
accept_reservations
are reservations taken at redrobin?
original
accept_reservations
are reservations taken at spago in beverly hills?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can acero take reservation?
original
accept_reservations
can applebees take any reservations?
original
accept_reservations
can applebees take any reservations?
original
accept_reservations
can applebees take any reservations?
original
accept_reservations
can applebees take any reservations?
original
accept_reservations
can applebees take any reservations?
original
accept_reservations
can applebees take any reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can applebees take reservations?
original
accept_reservations
can i do a reservation at sammy's crab shack?
original
accept_reservations
can i get a reservation at champs?
original
accept_reservations
can i get a reservation at melting pot tomorrow?
original
accept_reservations
can i get reservations at applebees?
original
accept_reservations
can i get reservations at applebees?
original
accept_reservations
can i make a reservation at chevy's?
original
accept_reservations
can i make a reservation at chima steakhouse in chicago?
original
accept_reservations
can i make a reservation at michael's?
original
accept_reservations
can i make a reservation for redrobin?
original
accept_reservations
can i make reservations at applebee's or no?
original
accept_reservations
can i make reservations at grub burger?
original
accept_reservations
can i make reservations at spago in beverly hills?
original
accept_reservations
can i reserve tables at the new york restaurant?
original
accept_reservations
can you let me if zeus accepts reservations?
original
accept_reservations
can you make a reservation at michael's?
original
accept_reservations
can you make reservations at hodak's?
original
accept_reservations
can you make reservations at steak 'n' shake?
original
accept_reservations
can you tell me if ruby tuesday does reservations?
original
accept_reservations
can you tell me if zeus does reservations?
original
accept_reservations
check if bj's takes reservations
original
accept_reservations
check if bj's takes reservations
original
accept_reservations
do they accept reservations at michael's?
original
accept_reservations
do they accept reservations at michael's?
original
accept_reservations
do they take reservations at applebees?
original
accept_reservations
do they take reservations at applebees?
original
accept_reservations
do they take reservations at applebeesi?
original
accept_reservations
do they take reservations at applebeesi?
original
accept_reservations
do they take reservations at arby's?
original
accept_reservations
do they take reservations at bar tartine?
original
accept_reservations
do they take reservations at bjs?
original
accept_reservations
do they take reservations at buffalo wild wings?
original
accept_reservations
do they take reservations at carrabbas?
original
accept_reservations
do they take reservations at mcdonalds?
original
accept_reservations
do they take reservations at mcdonalds?
original
accept_reservations
do they take reservations at mendy's?
original
accept_reservations
do they take reservations at olive garden?
original
accept_reservations
do they take reservations at outback steakhouse?
original
accept_reservations
do they take reservations at red robin?
original
accept_reservations
do they take reservations at state bird?
original
accept_reservations
do they take reservations at the progress?
original
accept_reservations
do you have any idea if central needs reservations?
original
accept_reservations
do you have any idea if the flying wing does reservations?
original
accept_reservations
do you know if bahama breeze does reservations?
original
accept_reservations
do you know if benihana does reservations?
original
accept_reservations
do you know if bottlenecks takes dinner reservations?
original
accept_reservations
do you know if cheese cake factory does reservations?
original
accept_reservations
do you know if i can make reservations at bj's?
original
accept_reservations
do you know if l'arpege will ask for reservations?
original
accept_reservations
do you know if olive garden does reservations?
original
accept_reservations
do you know if outback allows reservations?
original
accept_reservations
do you know if ruth chris does reservations?
original
accept_reservations
do you know if taco bell takes reservations?
original
accept_reservations
do you know if whether or not zeus does reservations?
original
accept_reservations
do you know whether ihop does reservations?
original
accept_reservations
do you think they'll let me reserve a table at the olive garden?
original
accept_reservations
does acero in maplewood allow reservations?
original
accept_reservations
does applebees do reservations?
original
accept_reservations
does applebees do reservations?
original
accept_reservations
does applebees do reservations?
original
accept_reservations
does applebees do reservations?
original
accept_reservations
does applebees do reservations?
original
YAML Metadata Error: "annotations_creators" must be an array
YAML Metadata Error: "language_creators" must be an array

dataset_info: features:

  • name: intent dtype: string
  • name: user_utterance dtype: string
  • name: origin dtype: string

Dataset Card for "clinic150-SUR"

Dataset Summary

The Clinic150-SUR dataset is a novel and augmented dataset designed to simulate natural human behavior during interactions with customer service-like centers. Extending the Clinic150 dataset, it incorporates two augmentation techniques, including IBM's LAMBADA and Parrot models and carefully curated duplicated utterances. This dataset aims to provide a more comprehensive and realistic representation of customer service interactions, facilitating the development and evaluation of robust and efficient dialogue systems.

Key Features:

  • Augmentation with IBM's LAMBADA Model: The Clinic150-SUR dataset leverages IBM's LAMBADA model, a language generation model trained on a large corpus of text, to augment the original dataset. This augmentation process enhances the diversity and complexity of the dialogue data, allowing for a broader range of interactions.
  • Integration of Parrot Model: In addition to the LAMBADA model, the Clinic150-SUR dataset also incorporates the Parrot model, providing a variety of paraphrases. By integrating Parrot, the dataset achieves more variations of existing utterances.
  • Duplicated Utterances: The dataset includes carefully curated duplicated utterances to mimic real-world scenarios where users rephrase or repeat commonly asked queries. This feature adds variability to the data, reflecting the natural tendencies of human interactions, and enables dialogue systems to handle such instances better.
  • Clinic150 as the Foundation: The Clinic150-SUR dataset is built upon the Clinic150 dataset, which originally consisted of 150 in-domain intent classes and 150 human utterances for each intent. By utilizing this foundation, the augmented dataset retains the in-domain expertise while better reflecting the nature of user requests towards a dialog system.

Data Instances

clinic150-SUR

  • Size of downloaded dataset file: 29 MB

Data Fields

clinic150-SUR

  • intent: a string feature.
  • user_utterance: a string feature.
  • origin: a string feature ('original', 'lambada', 'parrot').

Citation Information

@inproceedings{rabinovich2022reliable,
  title={Reliable and Interpretable Drift Detection in Streams of Short Texts},
  author={Rabinovich, Ella and Vetzler, Matan and Ackerman, Samuel and Anaby-Tavor, Ateret},
  booktitle = "Proceedings of the 61th Annual Meeting of the Association for Computational Linguistics (industry track)",
  publisher = "Association for Computational Linguistics",
  year={2023},
  url={https://arxiv.org/abs/2305.17750}
}

Contributions

Thanks to Matan Vetzler, Ella Rabinovich for adding this dataset.

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