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