# Spoken Term Detection on LibriSpeech train-clean-100 (In-Vocabulary queries) Source: [Spoken Term Detection on LibriSpeech train-clean-100 (In-Vocabulary queries)]() Collection index: [llms.txt]() Data updated: 2026-06-26T08:27:16.385Z Evaluation of Spoken Term Detection performance using MAP, MRR, and MTWV metrics on the in-vocabulary queries subset (train-clean-100) of the LibriSpeech dataset. 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 Term Detection | | Dataset (including any stated split) | LibriSpeech train-clean-100 (In-Vocabulary queries) | | Metric | MAP | | Unit | PERCENT | | Direction | Higher 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 - [MAP](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. - [MTWV](): Lower is better; unit: PERCENT. ## Recorded results | Method | MAP | Result date | Report paper | | --- | --- | --- | --- | | wav2tok 2.0 | 86 | Not recorded | 6a3e07c4206542251d7cb6d8 | | wav2tok 2.0 | 85 | Not recorded | 6a3e07c4206542251d7cb6d8 | | wav2tok | 82 | Not recorded | 6a3e07c4206542251d7cb6d8 | | wav2tok | 80 | Not recorded | 6a3e07c4206542251d7cb6d8 | | wav2tok 2.0 | 78 | Not recorded | 6a3e07c4206542251d7cb6d8 | | BEST-STD | 73 | Not recorded | 6a3e07c4206542251d7cb6d8 | | BEST-STD | 71 | Not recorded | 6a3e07c4206542251d7cb6d8 | | wav2tok | 71 | Not recorded | 6a3e07c4206542251d7cb6d8 | | BEST-STD | 65 | Not recorded | 6a3e07c4206542251d7cb6d8 | | Speech Tokenizer | 47 | Not recorded | 6a3e07c4206542251d7cb6d8 | | Phone Posteriors | 42 | Not recorded | 6a3e07c4206542251d7cb6d8 | | WavLM-Base | 35 | Not recorded | 6a3e07c4206542251d7cb6d8 | | MFCC | 30 | Not recorded | 6a3e07c4206542251d7cb6d8 | | WavLM-Base | 30 | Not recorded | 6a3e07c4206542251d7cb6d8 | | HuBERT-Base | 22 | Not recorded | 6a3e07c4206542251d7cb6d8 | | HuBERT-Base | 18 | Not recorded | 6a3e07c4206542251d7cb6d8 | | BNF | 15 | Not recorded | 6a3e07c4206542251d7cb6d8 | | Encodec | 15 | Not recorded | 6a3e07c4206542251d7cb6d8 | ### wav2tok 2.0 MAP: 86. Result ID: 6a3e37e2fbc373592c602ada. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"512"}. This record does not assert independent reproduction. ### wav2tok 2.0 MAP: 85. Result ID: 6a3e37e2fbc373592c602ad9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"256"}. This record does not assert independent reproduction. ### wav2tok MAP: 82. Result ID: 6a3e37e2fbc373592c602ad6. [Reporting paper]() Recorded evaluation configuration: {"Tokens":"256"}. This record does not assert independent reproduction. ### wav2tok MAP: 80. Result ID: 6a3e37e2fbc373592c602ad7. [Reporting paper]() Recorded evaluation configuration: {"Tokens":"512"}. This record does not assert independent reproduction. ### wav2tok 2.0 MAP: 78. Result ID: 6a3e37e2fbc373592c602adb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"1024"}. This record does not assert independent reproduction. ### BEST-STD MAP: 73. Result ID: 6a3e37e2fbc373592c602ad4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"512"}. This record does not assert independent reproduction. ### BEST-STD MAP: 71. Result ID: 6a3e37e2fbc373592c602ad3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"256"}. This record does not assert independent reproduction. ### wav2tok MAP: 71. Result ID: 6a3e37e2fbc373592c602ad8. [Reporting paper]() Recorded evaluation configuration: {"Tokens":"1024"}. This record does not assert independent reproduction. ### BEST-STD MAP: 65. Result ID: 6a3e37e2fbc373592c602ad5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"1024"}. This record does not assert independent reproduction. ### Speech Tokenizer MAP: 47. Result ID: 6a3e37e2fbc373592c602ad2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"1024"}. This record does not assert independent reproduction. ### Phone Posteriors MAP: 42. Result ID: 6a3e37e2fbc373592c602acb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WavLM-Base MAP: 35. Result ID: 6a3e37e2fbc373592c602acf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tokens":"512"}. This record does not assert independent reproduction. ### MFCC MAP: 30. Result ID: 6a3e37e2fbc373592c602aca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WavLM-Base MAP: 30. Result ID: 6a3e37e2fbc373592c602ad0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tokens":"1000"}. This record does not assert independent reproduction. ### HuBERT-Base MAP: 22. Result ID: 6a3e37e2fbc373592c602acd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tokens":"512"}. This record does not assert independent reproduction. ### HuBERT-Base MAP: 18. Result ID: 6a3e37e2fbc373592c602ace. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Tokens":"1000"}. This record does not assert independent reproduction. ### BNF MAP: 15. Result ID: 6a3e37e2fbc373592c602acc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Encodec MAP: 15. Result ID: 6a3e37e2fbc373592c602ad1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Tokens":"1024"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.