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Browse files- .gitattributes +15 -0
- README.md +291 -0
- camrest-sim-rdf/test.jsonl +3 -0
- camrest-sim-rdf/train.jsonl +3 -0
- camrest-sim-rdf/validation.jsonl +3 -0
- dstc2-rdf/test.jsonl +3 -0
- dstc2-rdf/train.jsonl +3 -0
- dstc2-rdf/validation.jsonl +3 -0
- multiwoz-rdf/test.jsonl +3 -0
- multiwoz-rdf/train.jsonl +3 -0
- multiwoz-rdf/validation.jsonl +3 -0
- multiwoz-sim-rdf/test.jsonl +3 -0
- multiwoz-sim-rdf/train.jsonl +3 -0
- multiwoz-sim-rdf/validation.jsonl +3 -0
- sfxdial-rdf/test.jsonl +3 -0
- sfxdial-rdf/train.jsonl +3 -0
- sfxdial-rdf/validation.jsonl +3 -0
.gitattributes
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dstc2-rdf/test.jsonl filter=lfs diff=lfs merge=lfs -text
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multiwoz-rdf/train.jsonl filter=lfs diff=lfs merge=lfs -text
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multiwoz-sim-rdf/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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camrest-sim-rdf/test.jsonl filter=lfs diff=lfs merge=lfs -text
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camrest-sim-rdf/train.jsonl filter=lfs diff=lfs merge=lfs -text
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camrest-sim-rdf/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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sfxdial-rdf/train.jsonl filter=lfs diff=lfs merge=lfs -text
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sfxdial-rdf/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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dstc2-rdf/train.jsonl filter=lfs diff=lfs merge=lfs -text
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dstc2-rdf/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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multiwoz-rdf/validation.jsonl filter=lfs diff=lfs merge=lfs -text
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multiwoz-sim-rdf/train.jsonl filter=lfs diff=lfs merge=lfs -text
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multiwoz-rdf/test.jsonl filter=lfs diff=lfs merge=lfs -text
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multiwoz-sim-rdf/test.jsonl filter=lfs diff=lfs merge=lfs -text
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sfxdial-rdf/test.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
+
---
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| 2 |
+
configs:
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| 3 |
+
- config_name: bundle-converted
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| 4 |
+
description: Merge of all rdf converted datasets
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| 5 |
+
data_files:
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| 6 |
+
- path: ["dstc2-rdf/train.jsonl","multiwoz-rdf/train.jsonl","sfxdial-rdf/train.jsonl"]
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+
split: train
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+
- path: ["dstc2-rdf/test.jsonl","multiwoz-rdf/test.jsonl","sfxdial-rdf/test.jsonl"]
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| 9 |
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split: test
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| 10 |
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- path: ["dstc2-rdf/validation.jsonl","multiwoz-rdf/validation.jsonl","sfxdial-rdf/validation.jsonl"]
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| 11 |
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split: validation
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| 12 |
+
- config_name: bundle-simulated
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| 13 |
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description: Merge of all rdf simulated datasets
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| 14 |
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data_files:
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+
- path: ["camrest-sim/train.jsonl","multiwoz-sim/train.jsonl"]
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+
split: train
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| 17 |
+
- path: ["camrest-sim/test.jsonl","multiwoz-rdf/multiwoz-sim.jsonl"]
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| 18 |
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split: test
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| 19 |
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- path: ["camrest-sim/validation.jsonl","multiwoz-sim/validation.jsonl"]
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| 20 |
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split: validation
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| 21 |
+
- config_name: dstc2
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| 22 |
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description: DSTC2 converted to rdf format
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| 23 |
+
data_files:
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| 24 |
+
- path: "dstc2-rdf/train.jsonl"
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| 25 |
+
split: train
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| 26 |
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- path: "dstc2-rdf/test.jsonl"
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| 27 |
+
split: test
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| 28 |
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- path: "dstc2-rdf/validation.jsonl"
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| 29 |
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split: validation
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| 30 |
+
- config_name: sfxdial
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| 31 |
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description: Sfxdial converted to rdf format
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| 32 |
+
data_files:
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| 33 |
+
- path: "sfxdial-rdf/train.jsonl"
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| 34 |
+
split: train
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| 35 |
+
- path: "sfxdial-rdf/test.jsonl"
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| 36 |
+
split: test
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| 37 |
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- path: "sfxdial-rdf/validation.jsonl"
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| 38 |
+
split: validation
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| 39 |
+
- config_name: multiwoz
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| 40 |
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description: MultiWoz converted to rdf format
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| 41 |
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data_files:
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| 42 |
+
- path: "multiwoz-rdf/train.jsonl"
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| 43 |
+
split: train
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| 44 |
+
- path: "multiwoz-rdf/test.jsonl"
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| 45 |
+
split: test
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| 46 |
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- path: "multiwoz-rdf/validation.jsonl"
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| 47 |
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split: validation
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| 48 |
+
- config_name: camrest-sim
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| 49 |
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description: Synthetic dialogs on the Cambridge restaurant search domain
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| 50 |
+
data_files:
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| 51 |
+
- path: "camrest-sim/train.jsonl"
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| 52 |
+
split: train
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| 53 |
+
- path: "camrest-sim/test.jsonl"
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| 54 |
+
split: test
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| 55 |
+
- path: "camrest-sim/validation.jsonl"
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| 56 |
+
split: validation
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| 57 |
+
- config_name: multiwoz-sim
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| 58 |
+
description: Synthetic dialogs on the Multiwoz domains
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| 59 |
+
data_files:
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| 60 |
+
- path: "multiwoz-sim/train.jsonl"
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| 61 |
+
split: train
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| 62 |
+
- path: "multiwoz-sim/test.jsonl"
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| 63 |
+
split: test
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| 64 |
+
- path: "multiwoz-sim/validation.jsonl"
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| 65 |
+
split: validation
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| 66 |
+
tags:
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| 67 |
+
- dialogue
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| 68 |
+
- rdf
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| 69 |
+
- dst
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| 70 |
+
task_categories:
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| 71 |
+
- conversational
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| 72 |
+
- text-generation
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| 73 |
+
- text2text-generation
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| 74 |
+
task_ids:
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| 75 |
+
- dialogue-state-tracking
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| 76 |
+
- natural-language-generation
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| 77 |
+
license:
|
| 78 |
+
- GPL 3.0
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| 79 |
+
- MIT
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| 80 |
+
- 'Attribution 2.0 UK: England & Wales'
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| 81 |
+
- CC BY-NC-SA 4.0
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| 82 |
+
packages:
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| 83 |
+
- python-gitlab
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| 84 |
+
language:
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| 85 |
+
- fr
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| 86 |
+
---
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| 87 |
+
|
| 88 |
+
# Dataset Card for rdfdial
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| 89 |
+
|
| 90 |
+
|
| 91 |
+
## Table of Contents
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| 92 |
+
- [Table of Contents](#table-of-contents)
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| 93 |
+
- [Dataset Description](#dataset-description)
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| 94 |
+
- [Dataset Summary](#dataset-summary)
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| 95 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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| 96 |
+
- [Languages](#languages)
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| 97 |
+
- [Dataset Structure](#dataset-structure)
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| 98 |
+
- [Data Instances](#data-instances)
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| 99 |
+
- [Data Fields](#data-fields)
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| 100 |
+
- [Data Splits](#data-splits)
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| 101 |
+
- [Dataset Creation](#dataset-creation)
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| 102 |
+
- [Curation Rationale](#curation-rationale)
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| 103 |
+
- [Source Data](#source-data)
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| 104 |
+
- [Annotations](#annotations)
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| 105 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 106 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 107 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 108 |
+
- [Discussion of Biases](#discussion-of-biases)
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| 109 |
+
- [Other Known Limitations](#other-known-limitations)
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| 110 |
+
- [Additional Information](#additional-information)
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| 111 |
+
- [Dataset Curators](#dataset-curators)
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| 112 |
+
- [Licensing Information](#licensing-information)
|
| 113 |
+
- [Citation Information](#citation-information)
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| 114 |
+
- [Contributions](#contributions)
|
| 115 |
+
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| 116 |
+
## Dataset Description
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| 117 |
+
|
| 118 |
+
- **Homepage:** https://huggingface.co/Orange
|
| 119 |
+
- **Repository:** https://huggingface.co/Orange/rdfdial
|
| 120 |
+
- **Paper:** N/A
|
| 121 |
+
- **Leaderboard:** N/A
|
| 122 |
+
- **Point of Contact:** Morgan VEYRET; Lina Maria ROJAS BARAHONA
|
| 123 |
+
|
| 124 |
+
### Dataset Summary
|
| 125 |
+
|
| 126 |
+
This dataset provides dialogues annotated in dialogue acts and dialogue
|
| 127 |
+
state in and RDF based formalism.
|
| 128 |
+
|
| 129 |
+
There is a conversion of `sfxdial`, `dstc2` and `multiwoz2.3` datasets
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| 130 |
+
as well as two fully synthetic datasets created from simulated conversations:
|
| 131 |
+
`camrest-sim` and `multiwoz-sim`.
|
| 132 |
+
|
| 133 |
+
Original dataset before conversion are available here:
|
| 134 |
+
- DSTC2: https://github.com/matthen/dstc
|
| 135 |
+
- Multiwoz 2.3: https://github.com/thu-coai/ConvLab-2/tree/master/data/multiwoz2.3
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| 136 |
+
- SfxDial: https://www.repository.cam.ac.uk/items/62011578-23d4-4355-8878-5a150fb72b43
|
| 137 |
+
|
| 138 |
+
### Supported Tasks and Leaderboards
|
| 139 |
+
|
| 140 |
+
This dataset was used for the following tasks:
|
| 141 |
+
- Natural Language Generation
|
| 142 |
+
- Dialogue State Tracking
|
| 143 |
+
|
| 144 |
+
### Languages
|
| 145 |
+
|
| 146 |
+
This dataset includes the following languages:
|
| 147 |
+
- English
|
| 148 |
+
|
| 149 |
+
## Dataset Structure
|
| 150 |
+
|
| 151 |
+
### Data Instances
|
| 152 |
+
|
| 153 |
+
|
| 154 |
+
For all datasets, each item has this schema:
|
| 155 |
+
|
| 156 |
+
```python
|
| 157 |
+
{
|
| 158 |
+
"dialogue_id": "string", # dialog identifier
|
| 159 |
+
"turns": [{ # list of dialog turns
|
| 160 |
+
"id": "int8", # dialog turn index in the conversation
|
| 161 |
+
"speaker": "string", # speaker identifier ('user' or 'system')
|
| 162 |
+
"text": "string", # speaker utterance
|
| 163 |
+
"rdf-acts": ["string"], # string representation of dialog acts
|
| 164 |
+
}],
|
| 165 |
+
"states": [{ # dialog states for each turn
|
| 166 |
+
"id": "int8",
|
| 167 |
+
"multi_relations": "bool", # are multiple instances of relations allowed ?
|
| 168 |
+
"triples": [["string"]], # triples representing the state
|
| 169 |
+
"turn_ids": ["int8"], # ids of turns contributing to this state
|
| 170 |
+
}],
|
| 171 |
+
}
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| 172 |
+
```
|
| 173 |
+
|
| 174 |
+
### Data Fields
|
| 175 |
+
|
| 176 |
+
For each dataset item, the following fields are provided:
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| 177 |
+
- `dialogue_id`: unique dialogue identifier
|
| 178 |
+
- `turns`: list of speech turns, each turn contains the following fields:
|
| 179 |
+
- `id`: turn index in the dialogue
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| 180 |
+
- `speaker`: identifier for the speaker (`user` or `system`)
|
| 181 |
+
- `text`: turn utterance
|
| 182 |
+
- `rdf-acts`: list of dialogue acts using string representation of rdf formalism
|
| 183 |
+
each act has the form: `act(triple;...)` where `triple` is formatted as
|
| 184 |
+
`(subject,predicate,object)`
|
| 185 |
+
- `states`: list of states for the dialogue, each entry contains the following fields:
|
| 186 |
+
- `id`: state index in the dialogue
|
| 187 |
+
- `multi_relations`: boolean indicating if multiple instances of the same predicate are
|
| 188 |
+
allowed or not
|
| 189 |
+
- `triples`: list of triples representing the graph state, each triple is a list of 3 string like
|
| 190 |
+
`[subject,predicate,object]`
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| 191 |
+
- `turn_ids`: list of turn ids that contributed to this state
|
| 192 |
+
|
| 193 |
+
|
| 194 |
+
### Data Splits
|
| 195 |
+
|
| 196 |
+
For each dataset, splits were generated randomly in the following proportions:
|
| 197 |
+
- *train*: 80%
|
| 198 |
+
- *validation*: 16%
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| 199 |
+
- *test*: 4%
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| 200 |
+
|
| 201 |
+
## Dataset Creation
|
| 202 |
+
|
| 203 |
+
### Curation Rationale
|
| 204 |
+
|
| 205 |
+
This dataset has been created to work with graph base dialog state representation using
|
| 206 |
+
generative models (T5 family).
|
| 207 |
+
|
| 208 |
+
### Source Data
|
| 209 |
+
|
| 210 |
+
#### Initial Data Collection and Normalization
|
| 211 |
+
|
| 212 |
+
- *Converted datasets*:
|
| 213 |
+
- DSTC2: https://github.com/matthen/dstc
|
| 214 |
+
- Multiwoz 2.3: https://github.com/thu-coai/ConvLab-2
|
| 215 |
+
- SfxDial: https://www.repository.cam.ac.uk/handle/1810/251304
|
| 216 |
+
- *Synthetic datasets*: rule-based simulations
|
| 217 |
+
|
| 218 |
+
#### Who are the source language producers?
|
| 219 |
+
|
| 220 |
+
- *Converted datasets*: see original datasets documentation
|
| 221 |
+
- *Synthetic datasets*: conversations were generated using an agenda-based user simulator and
|
| 222 |
+
a rule based agent working directly with dialogue acts. These conversations were then augmented
|
| 223 |
+
with natural language user/system utterances. Natural language generation was done using
|
| 224 |
+
a T5-base model fine-tuned on the converted datasets.
|
| 225 |
+
|
| 226 |
+
### Annotations
|
| 227 |
+
|
| 228 |
+
#### Annotation process
|
| 229 |
+
|
| 230 |
+
- *Converted datasets*: rule-based conversion of the user/system dialogue acts from slot-value
|
| 231 |
+
to RDF based format. The dialogue state is created automatically using another rule based
|
| 232 |
+
tracked working with triples. Some conversations could not be converted automatically and/or
|
| 233 |
+
contained wrong/confusing annotations and were removed from the dataset compared to the
|
| 234 |
+
original ones.
|
| 235 |
+
- *Synthetic datasets*: simulation work at the annotation level and the dataset was augmented
|
| 236 |
+
to include natural language information.
|
| 237 |
+
|
| 238 |
+
#### Who are the annotators?
|
| 239 |
+
|
| 240 |
+
All annotations were generated automatically.
|
| 241 |
+
|
| 242 |
+
For dialogue acts:
|
| 243 |
+
- converted data: rules were applied to convert slot-value based dialogue acts
|
| 244 |
+
to rdf-based ones
|
| 245 |
+
- synthetic data: rdf-based dialogue acts were directly generated by the dialogue simulation.
|
| 246 |
+
|
| 247 |
+
For dialogue states, a rule based system was using taking rdf-based dialogue acts as
|
| 248 |
+
its inputs.
|
| 249 |
+
|
| 250 |
+
### Personal and Sensitive Information
|
| 251 |
+
|
| 252 |
+
This dataset does not contains any personal or sensitive information.
|
| 253 |
+
|
| 254 |
+
## Considerations for Using the Data
|
| 255 |
+
|
| 256 |
+
### Social Impact of Dataset
|
| 257 |
+
|
| 258 |
+
[More Information Needed]
|
| 259 |
+
|
| 260 |
+
### Discussion of Biases
|
| 261 |
+
|
| 262 |
+
[More Information Needed]
|
| 263 |
+
|
| 264 |
+
### Other Known Limitations
|
| 265 |
+
|
| 266 |
+
[More Information Needed]
|
| 267 |
+
|
| 268 |
+
## Additional Information
|
| 269 |
+
|
| 270 |
+
### Dataset Curators
|
| 271 |
+
|
| 272 |
+
[More Information Needed]
|
| 273 |
+
|
| 274 |
+
### Licensing Information
|
| 275 |
+
|
| 276 |
+
Converted datasets follow their original licenses:
|
| 277 |
+
- DSTC2: [GPL 3.0](https://github.com/matthen/dstc/blob/master/LICENSE)
|
| 278 |
+
- Multiwoz 2.3: [Apache 2.0](https://github.com/thu-coai/ConvLab-2/blob/master/LICENSE)
|
| 279 |
+
- SfxDial: [Attribution 2.0 UK: England & Wales](https://creativecommons.org/licenses/by/2.0/uk/)
|
| 280 |
+
|
| 281 |
+
Simulated conversation are provided with the following licenses:
|
| 282 |
+
- camrest-sim: [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)
|
| 283 |
+
- multiwoz-sim: [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)
|
| 284 |
+
|
| 285 |
+
### Citation Information
|
| 286 |
+
|
| 287 |
+
[More Information Needed]
|
| 288 |
+
|
| 289 |
+
### Contributions
|
| 290 |
+
|
| 291 |
+
- Morgan Veyret
|
camrest-sim-rdf/test.jsonl
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