# Articulatory-to-Acoustic Inversion on EMA seen speakers (test) Source: [Articulatory-to-Acoustic Inversion on EMA seen speakers (test)]() Collection index: [llms.txt]() Data updated: 2026-07-03T06:51:02.334Z Evaluation of Articulatory-to-Acoustic Inversion performance on the test split of the EMA seen speakers dataset, measured using metrics like Correlation Coefficient (CC) and Root Mean Square Error (RMSE). 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 | Articulatory-to-Acoustic Inversion | | Dataset (including any stated split) | EMA seen speakers (test) | | Metric | CC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 24 of 24 | | 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 - [CC](): Higher is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | CC | Result date | Report paper | | --- | --- | --- | --- | | ACP-T | 0.8826 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8812 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8797 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8778 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.877 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8754 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8731 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8723 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8639 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8629 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8616 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8563 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8379 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8378 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8362 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8254 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8112 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.8102 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.8045 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.787 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7857 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7811 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7722 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7348 | Not recorded | 6a474208143ebdcacacc5bdf | ### ACP-T CC: 0.8826. Result ID: 6a475bd660b88bb339923512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### Baseline CC: 0.8812. Result ID: 6a475bd660b88bb33992350c. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8797. Result ID: 6a475bd660b88bb339923506. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### Baseline CC: 0.8778. Result ID: 6a475bd660b88bb339923500. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### Baseline CC: 0.877. Result ID: 6a475bd660b88bb33992350b. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8754. Result ID: 6a475bd660b88bb339923511. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8731. Result ID: 6a475bd660b88bb339923505. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### Baseline CC: 0.8723. Result ID: 6a475bd660b88bb3399234ff. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8639. Result ID: 6a475bd660b88bb339923510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### Baseline CC: 0.8629. Result ID: 6a475bd660b88bb33992350a. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8616. Result ID: 6a475bd660b88bb339923504. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### Baseline CC: 0.8563. Result ID: 6a475bd660b88bb3399234fe. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8379. Result ID: 6a475bd660b88bb339923503. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8378. Result ID: 6a475bd660b88bb33992350f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### Baseline CC: 0.8362. Result ID: 6a475bd660b88bb339923509. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### Baseline CC: 0.8254. Result ID: 6a475bd660b88bb3399234fd. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8112. Result ID: 6a475bd660b88bb339923502. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### ACP-T CC: 0.8102. Result ID: 6a475bd660b88bb33992350e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### Baseline CC: 0.8045. Result ID: 6a475bd660b88bb339923508. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### ACP-T CC: 0.787. Result ID: 6a475bd660b88bb33992350d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. ### Baseline CC: 0.7857. Result ID: 6a475bd660b88bb3399234fc. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7811. Result ID: 6a475bd660b88bb339923501. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. ### Baseline CC: 0.7722. Result ID: 6a475bd660b88bb339923507. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. ### Baseline CC: 0.7348. Result ID: 6a475bd660b88bb3399234fb. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.