# Spoken Language Understanding on FSC (test) Source: [Spoken Language Understanding on FSC (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:16.114Z Evaluation of Spoken Language Understanding performance on the test split of the FSC dataset, measured using WER and Intent Accuracy. 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 | Spoken Language Understanding | | Dataset (including any stated split) | FSC (test) | | Metric | Intent Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Intent Accuracy](): Higher is better; unit: PERCENT. - [WER](): Lower is better; unit: PERCENT. - [Last Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Intent Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Cascaded | 100 | Not recorded | 68fa694f1e209131cea2172e | | E2E SLP | 99.71 | Not recorded | 68fa694f1e209131cea2172e | | E2E SLP | 99.71 | Not recorded | 68fa694f1e209131cea2172e | | Cascaded | 99.47 | Not recorded | 68fa694f1e209131cea2172e | | Offline | 99.28 | Not recorded | 68fa73761e209131cea5cb00 | | E2E Joint | 99.13 | Not recorded | 68fa694f1e209131cea2172e | | E2E SLP | 98.58 | Not recorded | 68fa694f1e209131cea2172e | | Cascaded | 96.84 | Not recorded | 68fa694f1e209131cea2172e | | COCONUT+S-KD | 77.57 | Not recorded | 68fa73761e209131cea5cb00 | | COCONUT | 77.09 | Not recorded | 68fa73761e209131cea5cb00 | | S-KD | 73.65 | Not recorded | 68fa73761e209131cea5cb00 | | A-KD | 73.54 | Not recorded | 68fa73761e209131cea5cb00 | | ER iCaRL | 69.76 | Not recorded | 68fa73761e209131cea5cb00 | | T-KD | 69.08 | Not recorded | 68fa73761e209131cea5cb00 | | ER rand | 68.61 | Not recorded | 68fa73761e209131cea5cb00 | | Fine-tuning | 29.92 | Not recorded | 68fa73761e209131cea5cb00 | ### Cascaded Intent Accuracy: 100. Result ID: 698da3ac8b517eb43322d48e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"Ref → BERT"}. This record does not assert independent reproduction. ### E2E SLP Intent Accuracy: 99.71. Result ID: 698da3ac8b517eb43322d48c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"one-step (ASRU SLU)"}. This record does not assert independent reproduction. ### E2E SLP Intent Accuracy: 99.71. Result ID: 698da3ac8b517eb43322d48d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"two-step (ASR, SLU)"}. This record does not assert independent reproduction. ### Cascaded Intent Accuracy: 99.47. Result ID: 698da3ac8b517eb43322d490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"SLP ASR → BERT"}. This record does not assert independent reproduction. ### Offline Intent Accuracy: 99.28. Result ID: 6992ee163a6c3148491271ab. [Reporting paper]() Recorded evaluation configuration: {"continual learning":false}. This record does not assert independent reproduction. ### E2E Joint Intent Accuracy: 99.13. Result ID: 698da3ac8b517eb43322d48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"ASRU SLU"}. This record does not assert independent reproduction. ### E2E SLP Intent Accuracy: 98.58. Result ID: 698da3ac8b517eb43322d48b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"one-step (SLU)"}. This record does not assert independent reproduction. ### Cascaded Intent Accuracy: 96.84. Result ID: 698da3ac8b517eb43322d48f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configurations":"ASR → BERT"}. This record does not assert independent reproduction. ### COCONUT+S-KD Intent Accuracy: 77.57. Result ID: 6992ee163a6c3148491271b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### COCONUT Intent Accuracy: 77.09. Result ID: 6992ee163a6c3148491271b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### S-KD Intent Accuracy: 73.65. Result ID: 6992ee163a6c3148491271b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### A-KD Intent Accuracy: 73.54. Result ID: 6992ee163a6c3148491271b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### ER iCaRL Intent Accuracy: 69.76. Result ID: 6992ee163a6c3148491271ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### T-KD Intent Accuracy: 69.08. Result ID: 6992ee163a6c3148491271af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### ER rand Intent Accuracy: 68.61. Result ID: 6992ee163a6c3148491271ad. [Reporting paper]() Recorded evaluation configuration: {"buffer size":"1%"}. This record does not assert independent reproduction. ### Fine-tuning Intent Accuracy: 29.92. Result ID: 6992ee163a6c3148491271ac. [Reporting paper]() Recorded evaluation configuration: {"continual learning":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.