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README.md DELETED
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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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-
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- # Dataset Card for rdfdial
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-
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-
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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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-
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- ## Dataset Description
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-
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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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-
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- ### Dataset Summary
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-
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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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-
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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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-
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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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-
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- ### Supported Tasks and Leaderboards
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-
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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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-
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- ### Languages
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-
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- This dataset includes the following languages:
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- - English
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-
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- ## Dataset Structure
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-
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- ### Data Instances
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-
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-
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- For all datasets, each item has this schema:
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-
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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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-
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- ### Data Fields
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-
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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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-
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-
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- ### Data Splits
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-
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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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-
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- ## Dataset Creation
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-
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- ### Curation Rationale
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-
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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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-
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- ### Source Data
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-
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- #### Initial Data Collection and Normalization
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-
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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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-
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- #### Who are the source language producers?
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-
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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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-
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- ### Annotations
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-
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- #### Annotation process
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-
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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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-
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- #### Who are the annotators?
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-
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- All annotations were generated automatically.
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-
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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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-
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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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-
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- ### Personal and Sensitive Information
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-
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- This dataset does not contains any personal or sensitive information.
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-
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- ## Considerations for Using the Data
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-
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- ### Social Impact of Dataset
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-
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- [More Information Needed]
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-
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- ### Discussion of Biases
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-
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- [More Information Needed]
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-
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- ### Other Known Limitations
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-
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- [More Information Needed]
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-
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- ## Additional Information
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-
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- ### Dataset Curators
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-
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- [More Information Needed]
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-
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- ### Licensing Information
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-
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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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-
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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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-
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- ### Citation Information
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-
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- [More Information Needed]
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-
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- ### Contributions
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-
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- - Morgan Veyret
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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