# Crosslingual Document Classification on RCV1 RCV2 EN -\> DE (test) Source: [Crosslingual Document Classification on RCV1 RCV2 EN -\> DE (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:21.505Z Evaluation of Crosslingual Document Classification performance on the test split of the RCV1/RCV2 dataset, specifically for the English to German direction. 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 | Crosslingual Document Classification | | Dataset (including any stated split) | RCV1 RCV2 EN -\> DE 1,000 documents per language (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Binclusion | 92.7 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion (reduced vocabulary) | 92.6 | Not recorded | 68fa62151e209131ce9f7702 | | BAE-cr | 91.8 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion | 90.8 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion (Bi) | 89.8 | Not recorded | 68fa62151e209131ce9f7702 | | BI+ | 88.1 | Not recorded | 68fa61501e209131ce9f3c05 | | BAE-cr | 87.9 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion | 87.8 | Not recorded | 68fa62151e209131ce9f7702 | | ADD+ | 87.7 | Not recorded | 68fa61501e209131ce9f3c05 | | BI+ | 86.9 | Not recorded | 68fa61501e209131ce9f3c05 | | Binclusion | 86.8 | Not recorded | 68fa62151e209131ce9f7702 | | BiLBOWA | 86.5 | Not recorded | 68fa62151e209131ce9f7702 | | ADD | 86.4 | Not recorded | 68fa61501e209131ce9f3c05 | | ADD+ | 86.2 | Not recorded | 68fa61501e209131ce9f3c05 | | BAE-cr | 86.1 | Not recorded | 68fa62151e209131ce9f7702 | | BI | 86.1 | Not recorded | 68fa61501e209131ce9f3c05 | | ADD | 83.7 | Not recorded | 68fa62151e209131ce9f7702 | | ADD | 83.7 | Not recorded | 68fa61501e209131ce9f3c05 | | BI | 83.4 | Not recorded | 68fa61501e209131ce9f3c05 | | I-Matrix | 77.6 | Not recorded | 68fa62151e209131ce9f7702 | | I-Matrix | 77.6 | Not recorded | 68fa61501e209131ce9f3c05 | | Machine Translation | 68.1 | Not recorded | 68fa62151e209131ce9f7702 | | MT | 68.1 | Not recorded | 68fa61501e209131ce9f3c05 | | Glossed | 65.1 | Not recorded | 68fa62151e209131ce9f7702 | | Glossed | 65.1 | Not recorded | 68fa61501e209131ce9f3c05 | | Majority Class | 46.8 | Not recorded | 68fa62151e209131ce9f7702 | | Majority Class | 46.8 | Not recorded | 68fa61501e209131ce9f3c05 | ### Binclusion Accuracy: 92.7. Result ID: 698bd1617a967eddb77195fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500kReuters"}. This record does not assert independent reproduction. ### Binclusion (reduced vocabulary) Accuracy: 92.6. Result ID: 698bd1617a967eddb77195fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500kReuters"}. This record does not assert independent reproduction. ### BAE-cr Accuracy: 91.8. Result ID: 698bd1617a967eddb77195f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### Binclusion Accuracy: 90.8. Result ID: 698bd1617a967eddb77195fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### Binclusion (Bi) Accuracy: 89.8. Result ID: 698bd1617a967eddb77195ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### BI+ Accuracy: 88.1. Result ID: 698c65db37894ef7d9ce160b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### BAE-cr Accuracy: 87.9. Result ID: 698bd1617a967eddb77195f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Euro500kReuters"}. This record does not assert independent reproduction. ### Binclusion Accuracy: 87.8. Result ID: 698bd1617a967eddb77195fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"EuroFull"}. This record does not assert independent reproduction. ### ADD+ Accuracy: 87.7. Result ID: 698c65db37894ef7d9ce1609. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### BI+ Accuracy: 86.9. Result ID: 698c65db37894ef7d9ce1607. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### Binclusion Accuracy: 86.8. Result ID: 698bd1617a967eddb77195fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### BiLBOWA Accuracy: 86.5. Result ID: 698bd1617a967eddb77195f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### ADD Accuracy: 86.4. Result ID: 698c65db37894ef7d9ce1608. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### ADD+ Accuracy: 86.2. Result ID: 698c65db37894ef7d9ce1605. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### BAE-cr Accuracy: 86.1. Result ID: 698bd1617a967eddb77195f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### BI Accuracy: 86.1. Result ID: 698c65db37894ef7d9ce160a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### ADD Accuracy: 83.7. Result ID: 698bd1617a967eddb77195f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### ADD Accuracy: 83.7. Result ID: 698c65db37894ef7d9ce1604. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### BI Accuracy: 83.4. Result ID: 698c65db37894ef7d9ce1606. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### I-Matrix Accuracy: 77.6. Result ID: 698bd1617a967eddb77195f4. [Reporting paper]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### I-Matrix Accuracy: 77.6. Result ID: 698c65db37894ef7d9ce1603. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Machine Translation Accuracy: 68.1. Result ID: 698bd1617a967eddb77195f1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MT Accuracy: 68.1. Result ID: 698c65db37894ef7d9ce1602. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Glossed Accuracy: 65.1. Result ID: 698bd1617a967eddb77195f2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Glossed Accuracy: 65.1. Result ID: 698c65db37894ef7d9ce1601. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Majority Class Accuracy: 46.8. Result ID: 698bd1617a967eddb77195f3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Majority Class Accuracy: 46.8. Result ID: 698c65db37894ef7d9ce1600. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.