datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
minds14
MInDS-14
MINDS-14 is training and evaluation resource for intent detection task with spoken data. It covers 14
intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
Example
MInDS-14 can be downloaded and used as follows:
from datasets import load_dataset
minds_14 = load_dataset("PolyAI/minds14", "fr-FR") # for French
# to download all data for multi-lingual fine-tuning uncomment following… See the full description on the dataset page: https://huggingface.co/datasets/PolyAI/minds14.minds14-multilingualovos-stt-bench-minds14-en-AU
OVOS stt bench — minds14-en-AU
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-en-AU.ovos-stt-bench-minds14-en-GB
OVOS stt bench — minds14-en-GB
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-en-GB.ovos-stt-bench-minds14-es-ES
OVOS stt bench — minds14-es-ES
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-es-ES.ovos-stt-bench-minds14-en-US
OVOS stt bench — minds14-en-US
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-en-US.ovos-stt-bench-minds14-pt-PT
OVOS stt bench — minds14-pt-PT
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-pt-PT.ovos-stt-bench-minds14-fr-FR
OVOS stt bench — minds14-fr-FR
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-fr-FR.ovos-stt-bench-minds14-nl-NL
OVOS stt bench — minds14-nl-NL
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-nl-NL.ovos-stt-bench-minds14-it-IT
OVOS stt bench — minds14-it-IT
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-it-IT.ovos-stt-bench-minds14-de-DE
OVOS stt bench — minds14-de-DE
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-de-DE.ovos-stt-bench-minds14-ru-RU
OVOS stt bench — minds14-ru-RU
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-ru-RU.ovos-stt-bench-minds14-pl-PL
OVOS stt bench — minds14-pl-PL
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-pl-PL.minds14
MInDS-14
MINDS-14 is training and evaluation resource for intent detection task with spoken data. It covers 14
intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
Example
MInDS-14 can be downloaded and used as follows:
from datasets import load_dataset
minds_14 = load_dataset("PolyAI/minds14", "fr-FR") # for French
# to download all data for multi-lingual fine-tuning uncomment… See the full description on the dataset page: https://huggingface.co/datasets/abc-123-456/minds14.ovos-stt-bench-minds14-zh-CN
OVOS stt bench — minds14-zh-CN
Per-clip transcripts predictions of the registered
OVOS Plugin Arena
stt fighters over
PolyAI/minds14.
One dedicated repo per modality; one dataset split per language; one JSONL
file per fighter under predictions/<lang>/<competitor_id>.jsonl. Rows follow
the arena §3.2 contract (pinned dataset_revision, plugin_version,
latency_ms). Produced by the reproducible benchmark script in the arena repo;
the arena's assemble workflow turns these rows into… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-zh-CN.minds14
MInDS-14
MINDS-14 is training and evaluation resource for intent detection task with spoken data. It covers 14
intents extracted from a commercial system in the e-banking domain, associated with spoken examples in 14 diverse language varieties.
Example
MInDS-14 can be downloaded and used as follows:
from datasets import load_dataset
minds_14 = load_dataset("PolyAI/minds14", "fr-FR") # for French
# to download all data for multi-lingual fine-tuning uncomment… See the full description on the dataset page: https://huggingface.co/datasets/yxl10086/minds14.ovos-stt-bench-minds14-ko-KR
ovos-stt-bench-minds14-ko-KR
An OVOS Plugin Arena benchmark repository. The arena's prediction runner
publishes each plugin's raw output on the minds14-ko-KR dataset here, one JSON-lines
file per plugin under predictions/<lang>/, and where a sample-set manifest
governs scoring it lives under sample_sets/. The public leaderboard at
https://openvoiceos.github.io/ovos-plugin-arena/ is computed from these rows,
and anyone can recompute an entry from them without access to the… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-ko-KR.ovos-stt-bench-minds14-cs-CZ
ovos-stt-bench-minds14-cs-CZ
An OVOS Plugin Arena benchmark repository. The arena's prediction runner
publishes each plugin's raw output on the minds14-cs-CZ dataset here, one JSON-lines
file per plugin under predictions/<lang>/, and where a sample-set manifest
governs scoring it lives under sample_sets/. The public leaderboard at
https://openvoiceos.github.io/ovos-plugin-arena/ is computed from these rows,
and anyone can recompute an entry from them without access to the… See the full description on the dataset page: https://huggingface.co/datasets/OpenVoiceOS/ovos-stt-bench-minds14-cs-CZ.minds14_ru
Russian minds14
This is a text classification dataset. It is intended for machine learning research and experimentation.
This dataset is obtained via formatting another publicly available data to be compatible with our AutoIntent Library.
Usage
It is intended to be used with our AutoIntent Library:
from autointent import Dataset
minds14_ru = Dataset.from_hub("AutoIntent/minds14_ru")
Source
This dataset is taken from PolyAI/minds14 and formatted with our… See the full description on the dataset page: https://huggingface.co/datasets/DeepPavlov/minds14_ru.minds14-telephony-pt
MINDS-14 telephony — Portuguese (pt-PT)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (pt-PT / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: pt (locale pt-PT)
Samples: 604 clips (~2.685 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-pt.minds14-telephony-ru
MINDS-14 telephony — Russian (ru-RU)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (ru-RU / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: ru (locale ru-RU)
Samples: 534 clips (~1.296 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-ru.minds14-telephony-zh
MINDS-14 telephony — Chinese (Mandarin) (zh-CN)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (zh-CN / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: zh (locale zh-CN)
Samples: 500 clips (~1.258 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-zh.minds14-telephony-fr
MINDS-14 telephony — French (fr-FR)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (fr-FR / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: fr (locale fr-FR)
Samples: 539 clips (~1.251 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-fr.minds14-telephony-it
MINDS-14 telephony — Italian (it-IT)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (it-IT / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: it (locale it-IT)
Samples: 696 clips (~2.868 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-it.minds14-telephony-pl
MINDS-14 telephony — Polish (pl-PL)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (pl-PL / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: pl (locale pl-PL)
Samples: 562 clips (~3.067 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-pl.minds14-mirrorMINDS-14 is training and evaluation resource for intent
detection task with spoken data. It covers 14
intents extracted from a commercial system
in the e-banking domain, associated with spoken examples in 14 diverse language varieties.minds14-telephony-en-gb
MINDS-14 telephony — English (UK) (en-GB)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (en-GB / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: en (locale en-GB)
Samples: 592 clips (~1.353 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-en-gb.minds14-telephony-es
MINDS-14 telephony — Spanish (es)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (es / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: es (locale es)
Samples: 486 clips (~1.527 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster; upstream was… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-es.minds14-telephony-ko
MINDS-14 telephony — Korean (ko-KR)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (ko-KR / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: ko (locale ko-KR)
Samples: 592 clips (~1.374 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-ko.minds14-telephony-nl
MINDS-14 telephony — Dutch (nl-NL)
Processed banking IVR telephony speech derived from
PolyAI/minds14 (nl-NL / related config).
Credits & license
Original corpus: PolyAI MInDS-14Gerz et al., 2021 — arXiv:2104.08524.
License: CC BY-4.0 (commercial use allowed with attribution).
Snapshot
Language: nl (locale nl-NL)
Samples: 654 clips (~1.778 h) after GT remaster
Audio: OGG/Opus mono, native 8 kHz telephony
Split: all test (eval-only remaster;… See the full description on the dataset page: https://huggingface.co/datasets/BrunoHays/minds14-telephony-nl.