Datasets
DATASETHugging Face
4/5

Meta MMS — Massively Multilingual Speech Dataset & Models (includes Berba/Biali beh)

Berba(beh)SpeechASR/TTSWest Africa
View Source

Dataset Info

Language
Berba (beh)
Modality
Speech
Domain
Religious
Size
~32
Institution
Vineel Pratap; Andros Tjandra; Bowen Shi et al. (Meta AI)
Last Updated
15 Jun 2026

License & Access

SPDX identifierCC-BY-NC-4.0

Open with restrictions — attribution required; some commercial or derivative use limited.

RedistributionYes

PII RISK

Low risk

Full Record

30 of 46 fields stated

Every column the registry tracks. Values marked derivedwere filled by a rule or read from the source's text rather than stated in its metadata; the rule or the quoted sentence is shown under the value.

Registry columns (24/27)

iso code
beh
Dataset name
Meta MMS — Massively Multilingual Speech Dataset & Models (includes Berba/Biali beh)
Modality
Speech
Type
model
Link
https://huggingface.co/facebook/mms-1b-all
NLP Task
ASR/TTS
Domain
Religious
Data Format
bin, json, safetensors, txtderivedHugging Face card: file formats
Size Metric
Hours
Size Value
~32
License
CC-BY-NC-4.0
Open Access
Open
Source Repository
Hugging Face
Year Published
2023
Creator/Author(s)
Vineel Pratap; Andros Tjandra; Bowen Shi et al. (Meta AI)
Funder/Partner
Meta
Dialect Coverage
Standard (NT reading)
Gender Balance
Not stated
Speaker Count
Not stated
Annotation Type
Human (Bible recording)
Status
Active
Has Datasheet
Yes
PII Risk
Low
Consent Verified
Not stated
Verified By
Agboola Blessing
Date Indexed
2026-06-15
Notes / Flags
Meta MMS (arXiv:2305.13516) includes Berba/Biali (beh) among its 1,107-language ASR dataset. Training data sourced from Faith Comes By Hearing NT audio recordin…

Quality (DQI) (5/12)

Datasheet Fields Completed
Not stated
SPDX License ID
CC-BY-NC-4.0
Redistribution Allowed?
Yes
Content Hash
3d33597edbdaaba14a8e858e2c8caa76e3cec0cdderivedHugging Face card: commit sha
Submitted By
Not stated
Fetch Date
2026-06-15
Last Updated Date
2023-06-15derivedHugging Face card: lastModified
Annotation Guidelines Available?
Not stated
IAA Score
Not stated
Cleaning Notes
Not stated
Benchmark Exists?
Not stated
Benchmark Citation
Not stated

Representativeness (DRI) (1/7)

Gender Distribution
Not stated
Region Coverage
Not stated
Region Distribution
Not stated
Age Range Coverage
Not stated
Register
Not stated
Marginalized Group Note
Not stated
Demographic Fields Reported Count
0

Readiness Score Breakdown

4/5
Data Coverage72%
Model Availability100%
Benchmarks100%
Documentation76%
Recency100%

Representativeness

Gender Balance
Regional Distribution
Dialect Coverage
Inclusivity

Provenance

Source URL
https://huggingface.co/facebook/mms-1b-all
Fetch Timestamp
15 Jun 2026
Content Hash
3d33597edbdaaba14a8e858e2c8caa76e3cec0cd

Audit Log

Record indexed from Hugging Face

15 Jun 2026

Source status: Active

15 Jun 2026

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