# Grapheme-to-Phoneme Conversion on Internal dataset

Source: [Grapheme-to-Phoneme Conversion on Internal dataset](<https://www.sota2.com/research/sota/grapheme-to-phoneme-conversion-on-internal-dataset>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:55:00.391Z

Evaluation of Grapheme-to-Phoneme (G2P) conversion performance on the Internal dataset, typically measured using Phoneme Error Rate (PER) and Word Error Rate (WER).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Grapheme-to-Phoneme Conversion |
| Dataset (including any stated split) | Internal dataset |
| Metric | PER |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PER](<https://www.sota2.com/research/sota/grapheme-to-phoneme-conversion-on-internal-dataset.md?metric=PER>): Lower is better; unit: SCALAR.

- [WER](<https://www.sota2.com/research/sota/grapheme-to-phoneme-conversion-on-internal-dataset.md?metric=WER>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PER | Result date | Report paper |
| --- | --- | --- | --- |
| Token-Level Ensemble Distillation | 0.0304 | Not recorded | 68fa66391e209131cea0ef65 |
| CNN with NSGD | 0.0379 | Not recorded | 68fa66391e209131cea0ef65 |

### Token-Level Ensemble Distillation

PER: 0.0304. Result ID: 698ce2f28b517eb4331d7272.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef65.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef65.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CNN with NSGD

PER: 0.0379. Result ID: 698ce2f28b517eb4331d7271.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef65.md>)

Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction.

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