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- camrest-sim-rdf/train.jsonl +0 -3
- camrest-sim-rdf/validation.jsonl +0 -3
- dstc2-rdf/test.jsonl +0 -3
- dstc2-rdf/train.jsonl +0 -3
- dstc2-rdf/validation.jsonl +0 -3
- dstc2/test/0000.parquet +0 -0
- dstc2/train/0000.parquet +0 -0
- dstc2/validation/0000.parquet +0 -0
- multiwoz-rdf/test.jsonl +0 -3
- multiwoz-rdf/train.jsonl +0 -3
- multiwoz-rdf/validation.jsonl +0 -3
- multiwoz-sim-rdf/test.jsonl +0 -3
- multiwoz-sim-rdf/train.jsonl +0 -3
- multiwoz-sim-rdf/validation.jsonl +0 -3
- sfxdial-rdf/test.jsonl +0 -3
- sfxdial-rdf/train.jsonl +0 -3
- sfxdial-rdf/validation.jsonl +0 -3
README.md
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---
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configs:
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- config_name: bundle-converted
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description: Merge of all rdf converted datasets
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data_files:
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- 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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split: test
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- path: ["dstc2-rdf/validation.jsonl","multiwoz-rdf/validation.jsonl","sfxdial-rdf/validation.jsonl"]
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split: validation
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- config_name: bundle-simulated
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description: Merge of all rdf simulated datasets
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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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- path: ["camrest-sim/test.jsonl","multiwoz-rdf/multiwoz-sim.jsonl"]
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split: test
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- path: ["camrest-sim/validation.jsonl","multiwoz-sim/validation.jsonl"]
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split: validation
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- config_name: dstc2
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description: DSTC2 converted to rdf format
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data_files:
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- path: "dstc2-rdf/train.jsonl"
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split: train
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- path: "dstc2-rdf/test.jsonl"
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split: test
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- path: "dstc2-rdf/validation.jsonl"
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split: validation
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- config_name: sfxdial
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description: Sfxdial converted to rdf format
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data_files:
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- path: "sfxdial-rdf/train.jsonl"
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split: train
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- path: "sfxdial-rdf/test.jsonl"
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split: test
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- path: "sfxdial-rdf/validation.jsonl"
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split: validation
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- config_name: multiwoz
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description: MultiWoz converted to rdf format
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data_files:
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- path: "multiwoz-rdf/train.jsonl"
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split: train
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- path: "multiwoz-rdf/test.jsonl"
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split: test
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- path: "multiwoz-rdf/validation.jsonl"
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split: validation
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- config_name: camrest-sim
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description: Synthetic dialogs on the Cambridge restaurant search domain
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data_files:
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- path: "camrest-sim/train.jsonl"
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split: train
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- path: "camrest-sim/test.jsonl"
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split: test
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- path: "camrest-sim/validation.jsonl"
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split: validation
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- config_name: multiwoz-sim
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description: Synthetic dialogs on the Multiwoz domains
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data_files:
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- path: "multiwoz-sim/train.jsonl"
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split: train
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- path: "multiwoz-sim/test.jsonl"
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split: test
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- path: "multiwoz-sim/validation.jsonl"
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split: validation
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tags:
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- dialogue
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- rdf
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- dst
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task_categories:
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- conversational
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- text-generation
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- text2text-generation
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task_ids:
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- dialogue-state-tracking
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- natural-language-generation
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license:
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- GPL 3.0
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- MIT
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- 'Attribution 2.0 UK: England & Wales'
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- CC BY-NC-SA 4.0
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packages:
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- python-gitlab
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language:
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- fr
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---
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# Dataset Card for rdfdial
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## Table of Contents
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:** https://huggingface.co/Orange
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- **Repository:** https://huggingface.co/Orange/rdfdial
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- **Paper:** N/A
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- **Leaderboard:** N/A
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- **Point of Contact:** Morgan VEYRET; Lina Maria ROJAS BARAHONA
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### Dataset Summary
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This dataset provides dialogues annotated in dialogue acts and dialogue
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state in and RDF based formalism.
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There is a conversion of `sfxdial`, `dstc2` and `multiwoz2.3` datasets
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as well as two fully synthetic datasets created from simulated conversations:
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`camrest-sim` and `multiwoz-sim`.
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Original dataset before conversion are available here:
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- DSTC2: https://github.com/matthen/dstc
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- Multiwoz 2.3: https://github.com/thu-coai/ConvLab-2/tree/master/data/multiwoz2.3
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- SfxDial: https://www.repository.cam.ac.uk/items/62011578-23d4-4355-8878-5a150fb72b43
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### Supported Tasks and Leaderboards
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This dataset was used for the following tasks:
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- Natural Language Generation
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- Dialogue State Tracking
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### Languages
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This dataset includes the following languages:
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- English
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## Dataset Structure
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### Data Instances
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For all datasets, each item has this schema:
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```python
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{
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"dialogue_id": "string", # dialog identifier
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"turns": [{ # list of dialog turns
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"id": "int8", # dialog turn index in the conversation
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"speaker": "string", # speaker identifier ('user' or 'system')
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"text": "string", # speaker utterance
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"rdf-acts": ["string"], # string representation of dialog acts
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}],
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"states": [{ # dialog states for each turn
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"id": "int8",
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"multi_relations": "bool", # are multiple instances of relations allowed ?
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"triples": [["string"]], # triples representing the state
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"turn_ids": ["int8"], # ids of turns contributing to this state
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}],
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}
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```
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### Data Fields
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For each dataset item, the following fields are provided:
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- `dialogue_id`: unique dialogue identifier
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- `turns`: list of speech turns, each turn contains the following fields:
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- `id`: turn index in the dialogue
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- `speaker`: identifier for the speaker (`user` or `system`)
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- `text`: turn utterance
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- `rdf-acts`: list of dialogue acts using string representation of rdf formalism
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each act has the form: `act(triple;...)` where `triple` is formatted as
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`(subject,predicate,object)`
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- `states`: list of states for the dialogue, each entry contains the following fields:
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- `id`: state index in the dialogue
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- `multi_relations`: boolean indicating if multiple instances of the same predicate are
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allowed or not
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- `triples`: list of triples representing the graph state, each triple is a list of 3 string like
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`[subject,predicate,object]`
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- `turn_ids`: list of turn ids that contributed to this state
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### Data Splits
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For each dataset, splits were generated randomly in the following proportions:
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- *train*: 80%
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- *validation*: 16%
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- *test*: 4%
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## Dataset Creation
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### Curation Rationale
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This dataset has been created to work with graph base dialog state representation using
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generative models (T5 family).
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### Source Data
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#### Initial Data Collection and Normalization
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- *Converted datasets*:
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- DSTC2: https://github.com/matthen/dstc
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- Multiwoz 2.3: https://github.com/thu-coai/ConvLab-2
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- SfxDial: https://www.repository.cam.ac.uk/handle/1810/251304
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- *Synthetic datasets*: rule-based simulations
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#### Who are the source language producers?
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- *Converted datasets*: see original datasets documentation
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- *Synthetic datasets*: conversations were generated using an agenda-based user simulator and
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a rule based agent working directly with dialogue acts. These conversations were then augmented
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with natural language user/system utterances. Natural language generation was done using
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a T5-base model fine-tuned on the converted datasets.
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### Annotations
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#### Annotation process
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- *Converted datasets*: rule-based conversion of the user/system dialogue acts from slot-value
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to RDF based format. The dialogue state is created automatically using another rule based
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tracked working with triples. Some conversations could not be converted automatically and/or
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contained wrong/confusing annotations and were removed from the dataset compared to the
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original ones.
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- *Synthetic datasets*: simulation work at the annotation level and the dataset was augmented
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to include natural language information.
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#### Who are the annotators?
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All annotations were generated automatically.
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For dialogue acts:
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- converted data: rules were applied to convert slot-value based dialogue acts
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to rdf-based ones
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- synthetic data: rdf-based dialogue acts were directly generated by the dialogue simulation.
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For dialogue states, a rule based system was using taking rdf-based dialogue acts as
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its inputs.
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### Personal and Sensitive Information
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This dataset does not contains any personal or sensitive information.
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## Considerations for Using the Data
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### Social Impact of Dataset
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[More Information Needed]
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### Discussion of Biases
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[More Information Needed]
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### Other Known Limitations
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[More Information Needed]
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## Additional Information
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### Dataset Curators
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[More Information Needed]
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### Licensing Information
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Converted datasets follow their original licenses:
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- DSTC2: [GPL 3.0](https://github.com/matthen/dstc/blob/master/LICENSE)
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- Multiwoz 2.3: [Apache 2.0](https://github.com/thu-coai/ConvLab-2/blob/master/LICENSE)
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- SfxDial: [Attribution 2.0 UK: England & Wales](https://creativecommons.org/licenses/by/2.0/uk/)
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Simulated conversation are provided with the following licenses:
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- camrest-sim: [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)
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- multiwoz-sim: [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode)
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### Citation Information
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[More Information Needed]
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### Contributions
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- Morgan Veyret
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