# Attribute-controlled Machine Translation on COCOA-MT (aggregated) Source: [Attribute-controlled Machine Translation on COCOA-MT (aggregated)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:55.629Z Evaluation of Attribute-controlled Machine Translation performance using the aggregated COCOA-MT dataset, measured by BLEU, COMET, L-Acc, and S-Acc. 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 | Attribute-controlled Machine Translation | | Dataset (including any stated split) | COCOA-MT (aggregated) | | Metric | BLEU | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [BLEU](): Higher is better; unit: SCALAR. - [COMET](): Higher is better; unit: SCALAR. - [L-Acc](): Higher is better; unit: PERCENT. - [S-Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | BLEU | Result date | Report paper | | --- | --- | --- | --- | | BLOOM 175B RAMP | 41.9 | Not recorded | 68fa707c1e209131cea4b65a | | BLOOM 175B +mark | 40.3 | Not recorded | 68fa707c1e209131cea4b65a | | BLOOM 175B base | 39.9 | Not recorded | 68fa707c1e209131cea4b65a | | Adapted MT | 38.5 | Not recorded | 68fa707c1e209131cea4b65a | | BLOOM 175B base (Cross-Lingual) | 32.1 | Not recorded | 68fa707c1e209131cea4b65a | | BLOOM 175B RAMP (Cross-Lingual) | 31.8 | Not recorded | 68fa707c1e209131cea4b65a | | XGLM 7.5B RAMP | 30 | Not recorded | 68fa707c1e209131cea4b65a | | XGLM 7.5B +mark | 28.7 | Not recorded | 68fa707c1e209131cea4b65a | | XGLM 7.5B base | 28.6 | Not recorded | 68fa707c1e209131cea4b65a | ### BLOOM 175B RAMP BLEU: 41.9. Result ID: 6991443c3a6c31484906e7e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BLOOM 175B","Prompting Setting":"Same-Language","Variant":"RAMP","In-context Examples":"16"}. This record does not assert independent reproduction. ### BLOOM 175B +mark BLEU: 40.3. Result ID: 6991443c3a6c31484906e7e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BLOOM 175B","Prompting Setting":"Same-Language","Variant":"attribute marking (+mark)","In-context Examples":"16"}. This record does not assert independent reproduction. ### BLOOM 175B base BLEU: 39.9. Result ID: 6991443c3a6c31484906e7e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BLOOM 175B","Prompting Setting":"Same-Language","Variant":"base","In-context Examples":"16"}. This record does not assert independent reproduction. ### Adapted MT BLEU: 38.5. Result ID: 6991443c3a6c31484906e7e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Setting":"Same-Language"}. This record does not assert independent reproduction. ### BLOOM 175B base (Cross-Lingual) BLEU: 32.1. Result ID: 6991443c3a6c31484906e7e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BLOOM 175B","Prompting Setting":"Cross-Lingual","Variant":"base","In-context Examples":"16"}. This record does not assert independent reproduction. ### BLOOM 175B RAMP (Cross-Lingual) BLEU: 31.8. Result ID: 6991443c3a6c31484906e7e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BLOOM 175B","Prompting Setting":"Cross-Lingual","Variant":"RAMP","In-context Examples":"16"}. This record does not assert independent reproduction. ### XGLM 7.5B RAMP BLEU: 30. Result ID: 6991443c3a6c31484906e7e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"XGLM 7.5B","Prompting Setting":"Same-Language","Variant":"RAMP","In-context Examples":"16"}. This record does not assert independent reproduction. ### XGLM 7.5B +mark BLEU: 28.7. Result ID: 6991443c3a6c31484906e7e2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XGLM 7.5B","Prompting Setting":"Same-Language","Variant":"attribute marking (+mark)","In-context Examples":"16"}. This record does not assert independent reproduction. ### XGLM 7.5B base BLEU: 28.6. Result ID: 6991443c3a6c31484906e7e1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"XGLM 7.5B","Prompting Setting":"Same-Language","Variant":"base","In-context Examples":"16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.