uss-ratings-dataset / README.md
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---
license: mit
task_categories:
- text-classification
- zero-shot-classification
- conversational
language:
- en
pretty_name: uss-ratings-dataset
size_categories:
- 10K<n<100K
---
### Dataset Description
- **Homepage:** https://github.com/sunnweiwei/user-satisfaction-simulation
- **Repository:** https://github.com/sunnweiwei/user-satisfaction-simulation
- **Paper:** https://arxiv.org/pdf/2105.03748.pdf
- **View records using Datasette:** [datasette-link](https://lite.datasette.io/?parquet=https%3A%2F%2Fhuggingface.co%2Fdatasets%2Fakomma%2Fuss-ratings-dataset%2Fresolve%2Fmain%2Fuss-ratings-dataset-datasette.parquet#/data/uss-ratings-dataset-datasette)
### Dataset Summary
- Dialogs Quality Dataset
- With both turn-level and dialog-level ratings provided on a scale of 1 to 5 by human annotators.
- Each task has been annotated by multiple annotators.
- Contains annotated dialogs from 4 different datasets (SGD, MultiWoz, ReDial, CCPE)
- Total 34358 turns from 3500 dialogs
|Dataset|Dialogs|Turns |
|-------|------:|-----:|
|SGD | 1000 | 11833|
|MWOZ | 1000 | 10553|
|Redial | 1000 | 6792 |
|CCPE | 500 | 5180 |
### Column Definitions
|Column |Type |Example Value |Description |
|-------------------|-------|-------------------------|-----------------------------------------------|
|split | str | CCPE;MWOZ;SGD;Redial | dataset name |
|session_idx | int | 1 | dialog identifier |
|turn_idx | int | 1 | turn identifier within a dialog |
|tree_idx | int | 1 | tree identifier within a turn (is all 1s here)|
|system | str | Do you like movies | system message |
|user | str | No I don't like | user message |
|turn_scores | list | [3; 2; 2] | list of turn-level quality scores from different human annotations|
|mean_turn_rating | float | 2.33 | mean of turn-level annotator scores |
|mode_turn_rating | int | 2 | mode of turn-level annotator scores |
|dialog_scores | list | [3; 3; 3] | list of dialog-level quality scores from different human annotations|
|mean_dialog_rating | float | 3.00 | mean of dialog-level annotator scores |
|mode_dialog_rating | int | 3 | mode of dialog-level annotator scores |
### Dataset Description
- **Homepage:** https://github.com/sunnweiwei/user-satisfaction-simulation
- **Repository:** https://github.com/sunnweiwei/user-satisfaction-simulation
- **Paper:** https://arxiv.org/pdf/2105.03748.pdf
- **View records using Datasette:** [datasette-link](https://lite.datasette.io/?parquet=https%3A%2F%2Fhuggingface.co%2Fdatasets%2Fakomma%2Fuss-ratings-dataset%2Fresolve%2Fmain%2Fuss-ratings-dataset-datasette.parquet#/data/uss-ratings-dataset-datasette)