# Crosslingual Document Classification on RCV1 RCV2 DE -\> EN (1,000 documents subset, test) Source: [Crosslingual Document Classification on RCV1 RCV2 DE -\> EN (1,000 documents subset, test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:21.522Z Evaluation of Crosslingual Document Classification performance using a specific 1,000 document subset of the RCV1/RCV2 dataset for the German to English translation direction on the test split, measured by Accuracy. 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 DE -\> EN 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 | 84.4 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion (reduced vocabulary) | 82.8 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion (Bi) | 80.1 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion | 79.5 | Not recorded | 68fa62151e209131ce9f7702 | | BI+ | 79.2 | Not recorded | 68fa61501e209131ce9f3c05 | | BI | 79 | Not recorded | 68fa61501e209131ce9f3c05 | | ADD+ | 77.5 | Not recorded | 68fa61501e209131ce9f3c05 | | ADD+ | 76.9 | Not recorded | 68fa61501e209131ce9f3c05 | | BAE-cr | 76.7 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion | 76.7 | Not recorded | 68fa62151e209131ce9f7702 | | Binclusion | 75.7 | Not recorded | 68fa62151e209131ce9f7702 | | BiLBOWA | 75 | Not recorded | 68fa62151e209131ce9f7702 | | ADD | 74.7 | Not recorded | 68fa61501e209131ce9f3c05 | | BI+ | 74.3 | Not recorded | 68fa61501e209131ce9f3c05 | | BAE-cr | 74.2 | Not recorded | 68fa62151e209131ce9f7702 | | ADD | 71.4 | Not recorded | 68fa62151e209131ce9f7702 | | ADD | 71.4 | Not recorded | 68fa61501e209131ce9f3c05 | | I-Matrix | 71.1 | Not recorded | 68fa62151e209131ce9f7702 | | I-Matrix | 71.1 | Not recorded | 68fa61501e209131ce9f3c05 | | BI | 69.2 | Not recorded | 68fa61501e209131ce9f3c05 | | BAE-cr | 68.8 | Not recorded | 68fa62151e209131ce9f7702 | | Glossed | 68.6 | Not recorded | 68fa62151e209131ce9f7702 | | Glossed | 68.6 | Not recorded | 68fa61501e209131ce9f3c05 | | Machine Translation | 67.4 | Not recorded | 68fa62151e209131ce9f7702 | | MT | 67.4 | Not recorded | 68fa61501e209131ce9f3c05 | | Majority Class | 46.8 | Not recorded | 68fa62151e209131ce9f7702 | | Majority Class | 46.8 | Not recorded | 68fa61501e209131ce9f3c05 | ### Binclusion Accuracy: 84.4. Result ID: 698bd1617a967eddb771960b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500kReuters"}. This record does not assert independent reproduction. ### Binclusion (reduced vocabulary) Accuracy: 82.8. Result ID: 698bd1617a967eddb771960c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500kReuters"}. This record does not assert independent reproduction. ### Binclusion (Bi) Accuracy: 80.1. Result ID: 698bd1617a967eddb771960e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### Binclusion Accuracy: 79.5. Result ID: 698bd1617a967eddb771960d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### BI+ Accuracy: 79.2. Result ID: 698c65db37894ef7d9ce1617. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### BI Accuracy: 79. Result ID: 698c65db37894ef7d9ce1616. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### ADD+ Accuracy: 77.5. Result ID: 698c65db37894ef7d9ce1615. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### ADD+ Accuracy: 76.9. Result ID: 698c65db37894ef7d9ce1611. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### BAE-cr Accuracy: 76.7. Result ID: 698bd1617a967eddb7719606. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Euro500kReuters"}. This record does not assert independent reproduction. ### Binclusion Accuracy: 76.7. Result ID: 698bd1617a967eddb7719609. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### Binclusion Accuracy: 75.7. Result ID: 698bd1617a967eddb771960a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"EuroFull"}. This record does not assert independent reproduction. ### BiLBOWA Accuracy: 75. Result ID: 698bd1617a967eddb7719608. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### ADD Accuracy: 74.7. Result ID: 698c65db37894ef7d9ce1614. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"128"}. This record does not assert independent reproduction. ### BI+ Accuracy: 74.3. Result ID: 698c65db37894ef7d9ce1613. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### BAE-cr Accuracy: 74.2. Result ID: 698bd1617a967eddb7719607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### ADD Accuracy: 71.4. Result ID: 698bd1617a967eddb7719604. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### ADD Accuracy: 71.4. Result ID: 698c65db37894ef7d9ce1610. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### I-Matrix Accuracy: 71.1. Result ID: 698bd1617a967eddb7719603. [Reporting paper]() Recorded evaluation configuration: {"Training Data":"EuroFullReuters"}. This record does not assert independent reproduction. ### I-Matrix Accuracy: 71.1. Result ID: 698c65db37894ef7d9ce160f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BI Accuracy: 69.2. Result ID: 698c65db37894ef7d9ce1612. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Embedding dimension":"40"}. This record does not assert independent reproduction. ### BAE-cr Accuracy: 68.8. Result ID: 698bd1617a967eddb7719605. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"Euro500k"}. This record does not assert independent reproduction. ### Glossed Accuracy: 68.6. Result ID: 698bd1617a967eddb7719601. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Glossed Accuracy: 68.6. Result ID: 698c65db37894ef7d9ce160d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Machine Translation Accuracy: 67.4. Result ID: 698bd1617a967eddb7719600. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MT Accuracy: 67.4. Result ID: 698c65db37894ef7d9ce160e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Majority Class Accuracy: 46.8. Result ID: 698bd1617a967eddb7719602. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Majority Class Accuracy: 46.8. Result ID: 698c65db37894ef7d9ce160c. [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.