Model Card for Model ID

Model Details

Model Description

Luxembourgish MFA acoustic model (lb_acoustic_lux) with pronunciation dictionary and G2P for forced alignment.

  • Developed by: ['Peter Gilles', 'University of Luxembourg']
  • Funded by: University of Luxembourg
  • Model type: Montreal Forced Aligner model
  • Language(s) (NLP): Luxembourgish
  • License: cc-by-4.0

Uses

Direct Use

Forced alignment of Luxembourgish speech using MFA align_hf.

Out-of-Scope Use

This model cannot provide accurate assessments of goodness of pronunciations or provide transcripts.

Bias, Risks, and Limitations

Best on Luxembourgish varieties similar to the training data.

Recommendations

Adapt the model when aligning substantially different varieties.

How to Get Started with the Model

Use the code below to get started with the model.

To get started, follow the instructions for installing MFA. To align files using this model, use:

mfa align_hf CORPUS pgilles/luxembourgish_mfa OUTPUT \
  --dialect luxembourgish --use_g2p

Dictionary Details

Details for luxembourgish_run6 dictionary and G2P model

  • Source: wikipron
  • Orthography: [More Information Needed]
  • Phone set: [More Information Needed]
  • Words: 58,731
  • Phones: 70
  • Graphemes: 59
IPA chart
Consonants
Manner
Vowels
Front Near-Front Central Near-Back Back
Close
Close-Mid
Open-Mid
Open

Other

  • ð
  • ɲ
  • œː
  • p
  • y
  • h
  • u
  • n
  • ɔ
  • ɕ
  • ɥ
  • æːɪ
  • o
  • ɑɪ
  • ɹ
  • s
  • ɜɪ
  • ŋ
  • f
  • ʒ
  • æl
  • l
  • b
  • ɛː
  • œ
  • ən
  • t
  • øː
  • əʊ
  • k
  • j
  • ɛ
  • χ
  • ɑː
  • i
  • e
  • ɔː
  • w
  • a
  • v
  • ts
  • ʁ
  • ɔɪ
  • ɡ
  • d̥ː
  • ʑ
  • m
  • θ
  • ø
  • ɑ
  • z
  • æː
  • ɑʊ
  • ʀ
  • dz
  • d
  • ʃ
  • æːʊ

Training Details

Training Data

lb_acoustic_lux

  • Source: [More Information Needed]
  • License: cc-by-4.0
  • Dialects: N/A
  • Number of hours: 67.53
  • Number of utterances: 88,183
  • Number of speakers: 7
    • Female speakers: 0
    • Male speakers: 0
    • Unknown speakers: 0

Training Procedure

Preprocessing

Standard MFA corpus preparation for Luxembourgish speech.

Training Hyperparameters

Evaluation

Testing Data, Factors & Metrics

Testing Data

[More Information Needed]

Factors

[More Information Needed]

Metrics

[More Information Needed]

Results

[More Information Needed]

Summary

Technical Specifications

Model Architecture and Objective

HMM-GMM model

Software

Montreal Forced Aligner 3.4

Citation

BibTeX:

[More Information Needed]

APA:

[More Information Needed]

Contact

[More Information Needed]

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support