# Log-magnitude STFT prediction on TIMIT 8kHz (evaluation) Source: [Log-magnitude STFT prediction on TIMIT 8kHz (evaluation)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:35.639Z Evaluation of speech prediction performance focusing on Log-magnitude Short-Time Fourier Transform (STFT) reconstruction using the TIMIT 8kHz evaluation set, measured using MSE, SegSNR, STOI, and PESQ. 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 (evaluation) | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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. - [SegSNR (dB)](): Higher is better; unit: SCALAR. - [STOI](): Higher is better; unit: PERCENT. - [PESQ](): Higher is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Full-capacity uRNN | 14.45 | Not recorded | 68fa62d81e209131ce9fb96f | | Full-capacity uRNN | 14.66 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 14.87 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.17 | Not recorded | 68fa62d81e209131ce9fb96f | | Full-capacity uRNN | 15.24 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.63 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 15.78 | Not recorded | 68fa62d81e209131ce9fb96f | | LSTM | 15.8 | Not recorded | 68fa62d81e209131ce9fb96f | | Restricted-capacity uRNN | 16.14 | Not recorded | 68fa62d81e209131ce9fb96f | | LSTM | 16.98 | Not recorded | 68fa62d81e209131ce9fb96f | | LSTM | 18.32 | Not recorded | 68fa62d81e209131ce9fb96f | ### Full-capacity uRNN MSE: 14.45. Result ID: 698be389ecace47ef559aed4. [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: 14.66. Result ID: 698be389ecace47ef559aed1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"N":192,"Number of parameters":"≈135k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 14.87. Result ID: 698be389ecace47ef559aecc. [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: 15.17. Result ID: 698be389ecace47ef559aecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":192,"Number of parameters":"≈101k"}. This record does not assert independent reproduction. ### Full-capacity uRNN MSE: 15.24. Result ID: 698be389ecace47ef559aecd. [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: 15.63. Result ID: 698be389ecace47ef559aed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":256,"Number of parameters":"≈135k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 15.78. Result ID: 698be389ecace47ef559aecb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":128,"Number of parameters":"≈67k"}. This record does not assert independent reproduction. ### LSTM MSE: 15.8. Result ID: 698be389ecace47ef559aed2. [Reporting paper]() Recorded evaluation configuration: {"N":158,"Number of parameters":"≈200k"}. This record does not assert independent reproduction. ### Restricted-capacity uRNN MSE: 16.14. Result ID: 698be389ecace47ef559aed3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":378,"Number of parameters":"≈200k"}. This record does not assert independent reproduction. ### LSTM MSE: 16.98. Result ID: 698be389ecace47ef559aece. [Reporting paper]() Recorded evaluation configuration: {"N":120,"Number of parameters":"≈135k"}. This record does not assert independent reproduction. ### LSTM MSE: 18.32. Result ID: 698be389ecace47ef559aeca. [Reporting paper]() Recorded evaluation configuration: {"N":84,"Number of parameters":"≈83k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.