# Phoneme Decoding on Willett 2023 (test) Source: [Phoneme Decoding on Willett 2023 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-24T14:05:08.553Z Evaluation of Phoneme Decoding performance on the test split of the Willett 2023 dataset, typically measured using Phoneme Error Rate (PER). 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 | Phoneme Decoding | | Dataset (including any stated split) | Willett 2023 (test) | | Metric | PER | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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](): Lower is better; unit: PERCENT. ## Recorded results | Method | PER | Result date | Report paper | | --- | --- | --- | --- | | Transformer Seq2Seq + MFCC + BART | 14.3 | Not recorded | 69c21a850636e5bf4afc47d2 | | Transformer Seq2Seq + MFCC + BART + rescoring | 14.3 | Not recorded | 69c21a850636e5bf4afc47d2 | | Transformer Seq2Seq + BART | 14.5 | Not recorded | 69c21a850636e5bf4afc47d2 | | Transformer Seq2Seq + MFCC | 14.6 | Not recorded | 69c21a850636e5bf4afc47d2 | | Transformer Seq2Seq | 14.8 | Not recorded | 69c21a850636e5bf4afc47d2 | | DCoND-LIFT | 15.34 | Not recorded | 69c21a850636e5bf4afc47d2 | | RNN–CTC + MFCC | 17 | Not recorded | 69c21a850636e5bf4afc47d2 | | RNN–CTC + MFCC + BART | 17 | Not recorded | 69c21a850636e5bf4afc47d2 | | Transformer Seq2Seq + BART + Linear DT | 17.2 | Not recorded | 69c21a850636e5bf4afc47d2 | | RNN–CTC | 17.4 | Not recorded | 69c21a850636e5bf4afc47d2 | | Transformer Seq2Seq + BART + No DT | 18.1 | Not recorded | 69c21a850636e5bf4afc47d2 | | RNN–CTC + LM | 19.7 | Not recorded | 69c21a850636e5bf4afc47d2 | | RNN–CTC + BART | 21 | Not recorded | 69c21a850636e5bf4afc47d2 | ### Transformer Seq2Seq + MFCC + BART PER: 14.3. Result ID: 69c299e247f34ce924ab1b80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq","Auxiliary acoustic features (MFCC)":"true","Word-level multitask objective (BART)":"true"}. This record does not assert independent reproduction. ### Transformer Seq2Seq + MFCC + BART + rescoring PER: 14.3. Result ID: 69c299e247f34ce924ab1b81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq","Auxiliary acoustic features (MFCC)":"true","Word-level multitask objective (BART)":"true","Post-processing/Rescoring":"true"}. This record does not assert independent reproduction. ### Transformer Seq2Seq + BART PER: 14.5. Result ID: 69c299e247f34ce924ab1b7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq","Word-level multitask objective (BART)":"true"}. This record does not assert independent reproduction. ### Transformer Seq2Seq + MFCC PER: 14.6. Result ID: 69c299e247f34ce924ab1b7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq","Auxiliary acoustic features (MFCC)":"true"}. This record does not assert independent reproduction. ### Transformer Seq2Seq PER: 14.8. Result ID: 69c299e247f34ce924ab1b7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq"}. This record does not assert independent reproduction. ### DCoND-LIFT PER: 15.34. Result ID: 69c299e247f34ce924ab1b78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RNN–CTC + MFCC PER: 17. Result ID: 69c299e247f34ce924ab1b7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"RNN-CTC","Auxiliary acoustic features (MFCC)":"true"}. This record does not assert independent reproduction. ### RNN–CTC + MFCC + BART PER: 17. Result ID: 69c299e247f34ce924ab1b7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"RNN-CTC","Auxiliary acoustic features (MFCC)":"true","Word-level multitask objective (BART)":"true"}. This record does not assert independent reproduction. ### Transformer Seq2Seq + BART + Linear DT PER: 17.2. Result ID: 69c299e247f34ce924ab1b82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq","Word-level multitask objective (BART)":"true","Day transform protocol":"Linear DT"}. This record does not assert independent reproduction. ### RNN–CTC PER: 17.4. Result ID: 69c299e247f34ce924ab1b79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"RNN-CTC"}. This record does not assert independent reproduction. ### Transformer Seq2Seq + BART + No DT PER: 18.1. Result ID: 69c299e247f34ce924ab1b83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"Transformer Seq2Seq","Word-level multitask objective (BART)":"true","Day transform protocol":"No DT"}. This record does not assert independent reproduction. ### RNN–CTC + LM PER: 19.7. Result ID: 69c299e247f34ce924ab1b77. [Reporting paper]() Recorded evaluation configuration: {"Base architecture":"RNN-CTC","Post-processing/Rescoring":"Language Model (LM)"}. This record does not assert independent reproduction. ### RNN–CTC + BART PER: 21. Result ID: 69c299e247f34ce924ab1b7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base architecture":"RNN-CTC","Word-level multitask objective (BART)":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.