Te Hiku Media's te reo Māori recognition may be 92% accurate

AI system

System: Te Hiku Media te reo Māori automatic speech recognition and transcription tool (Papa Reo platform; trained with Mozilla DeepSpeech-era open-source tooling, later NVIDIA NeMo)
Model: Not assessed
Release: Not assessed
Application developer: Te Hiku Media (Kaitaia, New Zealand)
Role: Not assessed
Configuration: Not assessed
Inputs and outputs: Not assessed
Autonomy: Not assessed
Workflow: A community-contributed read-speech corpus (310 hours in ten days) held under Te Hiku Media's data-sovereignty rules. Bootstrapping from open-source speech models and, later, NVIDIA's NeMo toolkit.
Human oversight: Not assessed
Relation to AI: The accuracy figures come from Te Hiku Media. MIT Technology Review reported 86% in 2022. NVIDIA, a tooling vendor, and Te Hiku's chief executive through RNZ stated 92% in 2024. The University of Auckland's independent test compares outputs against human transcripts, with results to follow. No cited source reports an outcome for any speaker, learner or archive beyond the developer's own broadcasting use.
AI contribution: The accuracy figures come from Te Hiku Media. MIT Technology Review reported 86% in 2022. NVIDIA, a tooling vendor, and Te Hiku's chief executive through RNZ stated 92% in 2024. The University of Auckland's independent test compares outputs against human transcripts, with results to follow. No cited source reports an outcome for any speaker, learner or archive beyond the developer's own broadcasting use.

Benefits

Outcome identifiers: Not assessed
Benefit: transcribes te reo Māori with 92% accuracy
Category: Improved Task Accuracy
Status: Not assessed
Beneficiary groups: Organizations. Society.
Beneficiaries: Not assessed
Reach: Not assessed
Distribution and access: Not assessed
Duration: Not assessed
Expected?: Yes
Costs and harms: Not assessed

Measurement

Studies: Not assessed
Study design: Not assessed
Measurement: Not assessed
Setting and sample: Not assessed
Measures: transcribes te reo Māori with 92% accuracy
Comparison: Assumed alternative: te reo Māori speech recognition attempts by major tech companies
Results: Assumed comparison. Result: an accuracy of 92%.
Additional value from AI: Not assessed
Limitations: Not assessed
Denominators: Not assessed
Materials for replication: Not assessed

Money

Kind of value: Not assessed
Amount: Not assessed
Currency and prices: Not assessed
Period and unit: Not assessed
Realization: Not assessed
Recipients and payers: Not assessed
Gross or net: Not assessed
Included costs: Not assessed
Comparison: Not assessed
Method: Not assessed
Return and payback: Not assessed

People and places

Participants: Developer: Te Hiku Media (Kaitaia, New Zealand). Operator: Te Hiku Media; test partners Archive of Māori and Pacific Sound (University of Auckland), RNZ and Ngā Taonga Sound & Vision.
Jurisdictions: Benefit: Kaitaia and Auckland, New Zealand. Developer: New Zealand. Operator: New Zealand.
Ownership and control: Not assessed
Dependencies: Not assessed
Cross-border connections: Not assessed
Geopolitical implications: Not assessed

Follow-up

Conditions for replication: Recordings resemble the training data. The 2024 tests deliberately probe regional dialects, recording quality and sung forms such as mōteatea and waiata. Archive holders license recordings on the partners' conditions (no pecuniary gain, previously broadcast material only).
Replication attempts: 1 follow-up entries. Outcome unresolved: 1.
Later findings: 11 September 2024. RNZ announced on 11 September 2024 that it is integrating Te Hiku's Papa Reo API into its workflows for search and captions, with RNZ and Ngā Taonga supplying archival te reo broadcasts to train and review the tools.
Availability: Not assessed
Institutional decision: Not assessed
Grounds: Not assessed
Action and result: Not assessed
Success criterion: Not assessed

Evidence

Source numbers: AIBD-0319-source-0001–0005
Citations: Numbered references below.
Language: Not assessed
Source relationships: Operator, Independent, Developer
Original evidence: Not assessed
Access and versions: Not assessed
Supported findings: Not assessed
Evidence links: Not assessed
Evidence strength: Not assessed
Missing evidence: Not assessed

Grades

Assessed benefits: Organizations. Society.
Depth: Not assessed
Reasons: Organizations: Te Hiku Media and its archive partners report the tool performs well for broadcasting and are testing it on archival material. No measured time saving or completed archive transcription is documented. Society: Benefits to te reo speakers and learners are the stated aim; no cited source measures them.
Observed or intended: Not assessed
Rubric: Not assessed
Assessor and date: Not assessed
Alternative assessments: Not assessed
Fill: Independently reported

Entry details

Kind: Not assessed
Related entries: Not assessed
Field: Language technology / Indigenous language revitalisation. Iwi media and audiovisual archives.
Purpose: Built to transcribe te reo Māori recordings so that archives and broadcasts become searchable and readable by learners, under Māori data-sovereignty rules. The transcription tests are that intended use.
Dates: Date basis unassessed: 2024 (precision unassessed). Updated: 22 October 2026.
Stage: Not assessed
Version: SHA-256: bf2371c20b4c…

References

Other identifiers: Not assessed
Category mappings: Not assessed
Brief: Not assessed
Revisions: 8 revisions. Latest: 22 October 2026.

Sources

News report Independent author

Hao K (2022). A new vision of artificial intelligence for the people. MIT Technology Review, 22 April 2022.
Press release Deployer

University of Auckland (2024). Putting te reo artificial intelligence to the test. News, 18 March 2024.
Press release Developer

Lee A (2024). Māori Speech AI Model Helps Preserve and Promote New Zealand Indigenous Language. NVIDIA Blog, 16 January 2024 (NVIDIA supplies the NeMo toolkit and hardware).
Press release Deployer

RNZ (2024). Media collaboration to develop Māori language tools. RNZ media release, 11 September 2024 (RNZ is a data partner of Te Hiku Media in this agreement).