Datasets:
metadata
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
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