# Automatic Speech Recognition on HKUST Source: [Automatic Speech Recognition on HKUST]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:51.501Z Evaluation of Automatic Speech Recognition performance on the HKUST dataset, typically measured using Character Error Rate (CER) and its components (substitutions, deletions, insertions). 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 | Automatic Speech Recognition | | Dataset (including any stated split) | HKUST | | Metric | Sub Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Sub Error Rate](): Lower is better; unit: PERCENT. - [Del Error Rate](): Lower is better; unit: PERCENT. - [Ins Error Rate](): Lower is better; unit: PERCENT. - [Character Error Rate (CER)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Sub Error Rate | Result date | Report paper | | --- | --- | --- | --- | | UMA + self-condition | 13.7 | Not recorded | 68fa72911e209131cea57245 | | Hybrid CTC/Attention + beam search | 14.1 | Not recorded | 68fa72911e209131cea57245 | | UMA | 14.1 | Not recorded | 68fa72911e209131cea57245 | | UMA + self-condition | 14.4 | Not recorded | 68fa72911e209131cea57245 | | Self-conditioned CTC | 14.9 | Not recorded | 68fa72911e209131cea57245 | | Hybrid CTC/Attention | 15.2 | Not recorded | 68fa72911e209131cea57245 | | UMA | 15.6 | Not recorded | 68fa72911e209131cea57245 | | Hybrid CTC/Attention + beam search | 15.7 | Not recorded | 68fa72911e209131cea57245 | | UMA + self-condition | 15.8 | Not recorded | 68fa72911e209131cea57245 | | Hybrid CTC/Attention + beam search | 15.9 | Not recorded | 68fa72911e209131cea57245 | | UMA | 15.9 | Not recorded | 68fa72911e209131cea57245 | | CTC | 16 | Not recorded | 68fa72911e209131cea57245 | | Self-conditioned CTC | 16.3 | Not recorded | 68fa72911e209131cea57245 | | Hybrid CTC/Attention | 16.9 | Not recorded | 68fa72911e209131cea57245 | | CTC | 17.3 | Not recorded | 68fa72911e209131cea57245 | | Hybrid CTC/Attention | 18 | Not recorded | 68fa72911e209131cea57245 | | Self-conditioned CTC | 18.3 | Not recorded | 68fa72911e209131cea57245 | | CTC | 18.4 | Not recorded | 68fa72911e209131cea57245 | ### UMA + self-condition Sub Error Rate: 13.7. Result ID: 69925d3a3a6c3148490e747e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"E-Branchformer","Category":"NAR"}. This record does not assert independent reproduction. ### Hybrid CTC/Attention + beam search Sub Error Rate: 14.1. Result ID: 69925d3a3a6c3148490e747a. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"E-Branchformer","Category":"AR","Decoding":"Beam Search"}. This record does not assert independent reproduction. ### UMA Sub Error Rate: 14.1. Result ID: 69925d3a3a6c3148490e747d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"E-Branchformer","Category":"NAR"}. This record does not assert independent reproduction. ### UMA + self-condition Sub Error Rate: 14.4. Result ID: 69925d3a3a6c3148490e7478. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"Conformer","Category":"NAR"}. This record does not assert independent reproduction. ### Self-conditioned CTC Sub Error Rate: 14.9. Result ID: 69925d3a3a6c3148490e747c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"E-Branchformer","Category":"NAR"}. This record does not assert independent reproduction. ### Hybrid CTC/Attention Sub Error Rate: 15.2. Result ID: 69925d3a3a6c3148490e7479. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"E-Branchformer","Category":"AR"}. This record does not assert independent reproduction. ### UMA Sub Error Rate: 15.6. Result ID: 69925d3a3a6c3148490e7477. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"Conformer","Category":"NAR"}. This record does not assert independent reproduction. ### Hybrid CTC/Attention + beam search Sub Error Rate: 15.7. Result ID: 69925d3a3a6c3148490e7474. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Conformer","Category":"AR","Decoding":"Beam Search"}. This record does not assert independent reproduction. ### UMA + self-condition Sub Error Rate: 15.8. Result ID: 69925d3a3a6c3148490e7472. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"Transformer","Category":"NAR"}. This record does not assert independent reproduction. ### Hybrid CTC/Attention + beam search Sub Error Rate: 15.9. Result ID: 69925d3a3a6c3148490e746e. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Transformer","Category":"AR","Decoding":"Beam Search"}. This record does not assert independent reproduction. ### UMA Sub Error Rate: 15.9. Result ID: 69925d3a3a6c3148490e7471. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"Transformer","Category":"NAR"}. This record does not assert independent reproduction. ### CTC Sub Error Rate: 16. Result ID: 69925d3a3a6c3148490e747b. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"E-Branchformer","Category":"NAR"}. This record does not assert independent reproduction. ### Self-conditioned CTC Sub Error Rate: 16.3. Result ID: 69925d3a3a6c3148490e7476. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"Conformer","Category":"NAR"}. This record does not assert independent reproduction. ### Hybrid CTC/Attention Sub Error Rate: 16.9. Result ID: 69925d3a3a6c3148490e7473. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Conformer","Category":"AR"}. This record does not assert independent reproduction. ### CTC Sub Error Rate: 17.3. Result ID: 69925d3a3a6c3148490e7475. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Conformer","Category":"NAR"}. This record does not assert independent reproduction. ### Hybrid CTC/Attention Sub Error Rate: 18. Result ID: 69925d3a3a6c3148490e746d. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Transformer","Category":"AR"}. This record does not assert independent reproduction. ### Self-conditioned CTC Sub Error Rate: 18.3. Result ID: 69925d3a3a6c3148490e7470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"Transformer","Category":"NAR"}. This record does not assert independent reproduction. ### CTC Sub Error Rate: 18.4. Result ID: 69925d3a3a6c3148490e746f. [Reporting paper]() Recorded evaluation configuration: {"Encoder":"Transformer","Category":"NAR"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.