# Speech Translation on EuroParl en-fr (test) Source: [Speech Translation on EuroParl en-fr (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:42.175Z Evaluation of Speech Translation performance on the test split of the EuroParl en-fr corpus, measured using COMET. 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 | Speech Translation | | Dataset (including any stated split) | EuroParl en-fr (test) | | Metric | COMET Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [COMET Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | COMET Score | Result date | Report paper | | --- | --- | --- | --- | | Transcripts + EuroLLM 9B | 85 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 84.5 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 82.4 | Not recorded | 697ae9afa2b28e761d87d0a0 | | BEST-IWSLT25-IF | 81.1 | Not recorded | 697ae9afa2b28e761d87d0a0 | | Transcripts + Llama 3.1 8B | 81 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 77.4 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 76.4 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 76 | Not recorded | 697ae9afa2b28e761d87d0a0 | | Seamless ST | 74.8 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 73.9 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 71 | Not recorded | 697ae9afa2b28e761d87d0a0 | | SpeechMapper | 69.4 | Not recorded | 697ae9afa2b28e761d87d0a0 | ### Transcripts + EuroLLM 9B COMET Score: 85. Result ID: 699666be5698665ec4ad1bca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"topline","Backbone":"EuroLLM 9B"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 84.5. Result ID: 699666be5698665ec4ad1bd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EuroLLM","Stage":"2","Adaptation Objective":"ST CE","Evaluation Setting":"in-domain"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 82.4. Result ID: 699666be5698665ec4ad1bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.1","Stage":"2","Adaptation Objective":"ST CE","Evaluation Setting":"in-domain"}. This record does not assert independent reproduction. ### BEST-IWSLT25-IF COMET Score: 81.1. Result ID: 699666be5698665ec4ad1bcd. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Setting":"in-domain"}. This record does not assert independent reproduction. ### Transcripts + Llama 3.1 8B COMET Score: 81. Result ID: 699666be5698665ec4ad1bcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Setting":"topline","Backbone":"Llama 3.1 8B"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 77.4. Result ID: 699666be5698665ec4ad1bd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EuroLLM","Stage":"2","Adaptation Objective":"ASR CE+MSE","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 76.4. Result ID: 699666be5698665ec4ad1bcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EuroLLM","Stage":"2","Adaptation Objective":"ASR CE","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 76. Result ID: 699666be5698665ec4ad1bce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EuroLLM","Stage":"1","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### Seamless ST COMET Score: 74.8. Result ID: 699666be5698665ec4ad1bcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Setting":"in-domain"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 73.9. Result ID: 699666be5698665ec4ad1bd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.1","Stage":"1","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 71. Result ID: 699666be5698665ec4ad1bd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.1","Stage":"2","Adaptation Objective":"ASR CE+MSE","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. ### SpeechMapper COMET Score: 69.4. Result ID: 699666be5698665ec4ad1bd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.1","Stage":"2","Adaptation Objective":"ASR CE","Evaluation Setting":"zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.