# Log-magnitude STFT prediction on TIMIT 8kHz (val) Source: [Log-magnitude STFT prediction on TIMIT 8kHz (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:36.075Z Evaluation of model performance predicting the log-magnitude Short-Time Fourier Transform (STFT) features on the validation split of the 8kHz sampled TIMIT dataset, typically measured using Mean Squared Error (MSE). 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 | Log-magnitude STFT prediction | | Dataset (including any stated split) | TIMIT 8kHz (val) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Full-capacity uRNN | 14.41 | Not recorded | 68fa62d81e209131ce9fb96f | | Full-capacity uRNN | 14.56 | Not recorded | 68fa62d81e209131ce9fb96f | | Full-capacity uRNN | 14.78 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.03 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.06 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.2 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.27 | Not recorded | 68fa62d81e209131ce9fb96f | | LSTM | 15.49 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.78 | Not recorded | 68fa62d81e209131ce9fb96f | | LSTM | 16.59 | Not recorded | 68fa62d81e209131ce9fb96f | | LSTM | 18.02 | Not recorded | 68fa62d81e209131ce9fb96f | | GORU | 45.4 | Not recorded | 68fa63be1e209131cea009ba | | EURNN | 51.8 | Not recorded | 68fa63be1e209131cea009ba | | LSTM | 58.8 | Not recorded | 68fa63be1e209131cea009ba | | GRU | 58.9 | Not recorded | 68fa63be1e209131cea009ba | ### Full-capacity uRNN MSE: 14.41. Result ID: 698be389ecace47ef559aec9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N":256,"Number of parameters":"≈200k"}. This record does not assert independent reproduction. ### Full-capacity uRNN MSE: 14.56. Result ID: 698be389ecace47ef559aec6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N":192,"Number of parameters":"≈135k"}. This record does not assert independent reproduction. ### Full-capacity uRNN MSE: 14.78. Result ID: 698be389ecace47ef559aec2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N":128,"Number of parameters":"≈83k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 15.03. Result ID: 698be389ecace47ef559aec0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":128,"Number of parameters":"≈67k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 15.06. Result ID: 698be389ecace47ef559aec1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":158,"Number of parameters":"≈83k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 15.2. Result ID: 698be389ecace47ef559aec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":192,"Number of parameters":"≈101k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 15.27. Result ID: 698be389ecace47ef559aec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":256,"Number of parameters":"≈135k"}. This record does not assert independent reproduction. ### LSTM MSE: 15.49. Result ID: 698be389ecace47ef559aec7. [Reporting paper]() Recorded evaluation configuration: {"N":158,"Number of parameters":"≈200k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 15.78. Result ID: 698be389ecace47ef559aec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":378,"Number of parameters":"≈200k"}. This record does not assert independent reproduction. ### LSTM MSE: 16.59. Result ID: 698be389ecace47ef559aec3. [Reporting paper]() Recorded evaluation configuration: {"N":120,"Number of parameters":"≈135k"}. This record does not assert independent reproduction. ### LSTM MSE: 18.02. Result ID: 698be389ecace47ef559aebf. [Reporting paper]() Recorded evaluation configuration: {"N":84,"Number of parameters":"≈83k"}. This record does not assert independent reproduction. ### GORU MSE: 45.4. Result ID: 698c78bc37894ef7d9ce9d79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"number of parameters":"59k","hidden size":"128","number of layers":"1"}. This record does not assert independent reproduction. ### EURNN MSE: 51.8. Result ID: 698c78bc37894ef7d9ce9d78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"number of parameters":"41k","hidden size":"128","number of layers":"1"}. This record does not assert independent reproduction. ### LSTM MSE: 58.8. Result ID: 698c78bc37894ef7d9ce9d76. [Reporting paper]() Recorded evaluation configuration: {"number of parameters":"98k","hidden size":"128","number of layers":"1"}. This record does not assert independent reproduction. ### GRU MSE: 58.9. Result ID: 698c78bc37894ef7d9ce9d77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"number of parameters":"72k","hidden size":"128","number of layers":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.