# Multi-label Text Classification on RCV1 V2 Source: [Multi-label Text Classification on RCV1 V2]() Collection index: [llms.txt]() Data updated: 2026-03-24T14:38:18.165Z Evaluation of Multi-label Text Classification performance on the RCV1 V2 dataset, measured using Micro-F1 and Macro-F1 scores. 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 | Multi-label text classification | | Dataset (including any stated split) | RCV1 V2 | | Metric | Micro-F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [Micro-F1](): Higher is better; unit: PERCENT. - [Macro-F1](): Higher is better; unit: PERCENT. - [Ranking Loss](): Lower is better; unit: SCALAR. - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro-F1 | Result date | Report paper | | --- | --- | --- | --- | | S2TC-BDD | 87.6 | Not recorded | 69c21ab80636e5bf4afc4afc | | BERT+AM | 86.4 | Not recorded | 69c21ab80636e5bf4afc4afc | | BERT+BCE | 84 | Not recorded | 69c21ab80636e5bf4afc4afc | | S2TC-BDD | 82.1 | Not recorded | 69c21ab80636e5bf4afc4afc | | BERT+AM | 81.5 | Not recorded | 69c21ab80636e5bf4afc4afc | | BERT+BCE | 78.4 | Not recorded | 69c21ab80636e5bf4afc4afc | | CAP | 77.4 | Not recorded | 69c21ab80636e5bf4afc4afc | | CAP | 75.2 | Not recorded | 69c21ab80636e5bf4afc4afc | | MetaExpert | 73.6 | Not recorded | 69c21ab80636e5bf4afc4afc | | MetaExpert | 68.7 | Not recorded | 69c21ab80636e5bf4afc4afc | | S2TC-BDD | 65.5 | Not recorded | 69c21ab80636e5bf4afc4afc | | SDRL | 65 | Not recorded | 69c21ab80636e5bf4afc4afc | | BERT+AM | 64.9 | Not recorded | 69c21ab80636e5bf4afc4afc | | SDRL | 58.5 | Not recorded | 69c21ab80636e5bf4afc4afc | | CAP | 56.8 | Not recorded | 69c21ab80636e5bf4afc4afc | | MetaExpert | 55.9 | Not recorded | 69c21ab80636e5bf4afc4afc | | BERT+BCE | 51.6 | Not recorded | 69c21ab80636e5bf4afc4afc | | SDRL | 47.9 | Not recorded | 69c21ab80636e5bf4afc4afc | ### S2TC-BDD Micro-F1: 87.6. Result ID: 69c2a1ce47f34ce924ab5802. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"10,000"}. This record does not assert independent reproduction. ### BERT+AM Micro-F1: 86.4. Result ID: 69c2a1ce47f34ce924ab57f6. [Reporting paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"10,000"}. This record does not assert independent reproduction. ### BERT+BCE Micro-F1: 84. Result ID: 69c2a1ce47f34ce924ab57f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"10,000"}. This record does not assert independent reproduction. ### S2TC-BDD Micro-F1: 82.1. Result ID: 69c2a1ce47f34ce924ab5801. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"1,000"}. This record does not assert independent reproduction. ### BERT+AM Micro-F1: 81.5. Result ID: 69c2a1ce47f34ce924ab57f5. [Reporting paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"1,000"}. This record does not assert independent reproduction. ### BERT+BCE Micro-F1: 78.4. Result ID: 69c2a1ce47f34ce924ab57f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"1,000"}. This record does not assert independent reproduction. ### CAP Micro-F1: 77.4. Result ID: 69c2a1ce47f34ce924ab57fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"10,000"}. This record does not assert independent reproduction. ### CAP Micro-F1: 75.2. Result ID: 69c2a1ce47f34ce924ab57fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"1,000"}. This record does not assert independent reproduction. ### MetaExpert Micro-F1: 73.6. Result ID: 69c2a1ce47f34ce924ab57ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"10,000"}. This record does not assert independent reproduction. ### MetaExpert Micro-F1: 68.7. Result ID: 69c2a1ce47f34ce924ab57fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"1,000"}. This record does not assert independent reproduction. ### S2TC-BDD Micro-F1: 65.5. Result ID: 69c2a1ce47f34ce924ab5800. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"100"}. This record does not assert independent reproduction. ### SDRL Micro-F1: 65. Result ID: 69c2a1ce47f34ce924ab57f9. [Reporting paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"10,000"}. This record does not assert independent reproduction. ### BERT+AM Micro-F1: 64.9. Result ID: 69c2a1ce47f34ce924ab57f4. [Reporting paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"100"}. This record does not assert independent reproduction. ### SDRL Micro-F1: 58.5. Result ID: 69c2a1ce47f34ce924ab57f8. [Reporting paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"1,000"}. This record does not assert independent reproduction. ### CAP Micro-F1: 56.8. Result ID: 69c2a1ce47f34ce924ab57fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"100"}. This record does not assert independent reproduction. ### MetaExpert Micro-F1: 55.9. Result ID: 69c2a1ce47f34ce924ab57fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"100"}. This record does not assert independent reproduction. ### BERT+BCE Micro-F1: 51.6. Result ID: 69c2a1ce47f34ce924ab57f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"100"}. This record does not assert independent reproduction. ### SDRL Micro-F1: 47.9. Result ID: 69c2a1ce47f34ce924ab57f7. [Reporting paper]() Recorded evaluation configuration: {"Number of labeled texts (Nl)":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.