# Text Classification on 20 Newsgroups Dir(0.01) (test) Source: [Text Classification on 20 Newsgroups Dir(0.01) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:34.216Z Evaluation of Text Classification performance on the specific 'Dir(0.01)' subset of the 20 Newsgroups test split, measured using 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 | Text Classification | | Dataset (including any stated split) | 20 Newsgroups Dir(0.01) (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | FL (w/o LoRA) | 0.6441 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 0.6041 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 0.5484 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 0.545 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 0.5304 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 0.5299 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 0.505 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 0.4823 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 0.439 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 0.4312 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 0.3907 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 0.3734 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 0.3665 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 0.3658 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 0.3604 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 0.3554 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 0.3444 | Not recorded | 68fa78f21e209131cea7b5fa | ### FL (w/o LoRA) Accuracy: 0.6441. Result ID: 6995b20b3badfaffe6b1cc7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","Communicated Parameters":"186B"}. This record does not assert independent reproduction. ### FlexLoRA Accuracy: 0.6041. Result ID: 6995b20b3badfaffe6b1cc80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":8,"Communicated Parameters":"1.99B"}. This record does not assert independent reproduction. ### LoRA-A2 Accuracy: 0.5484. Result ID: 6995b20b3badfaffe6b1cc8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":1,"Communicated Parameters":"0.270B"}. This record does not assert independent reproduction. ### LoRA-A2 Accuracy: 0.545. Result ID: 6995b20b3badfaffe6b1cc81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":8,"Communicated Parameters":"1.31B"}. This record does not assert independent reproduction. ### LoRA-A2 Accuracy: 0.5304. Result ID: 6995b20b3badfaffe6b1cc85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":4,"Communicated Parameters":"0.888B"}. This record does not assert independent reproduction. ### LoRA-A2 Accuracy: 0.5299. Result ID: 6995b20b3badfaffe6b1cc89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":2,"Communicated Parameters":"0.528B"}. This record does not assert independent reproduction. ### FlexLoRA Accuracy: 0.505. Result ID: 6995b20b3badfaffe6b1cc84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":4,"Communicated Parameters":"0.991B"}. This record does not assert independent reproduction. ### FlexLoRA Accuracy: 0.4823. Result ID: 6995b20b3badfaffe6b1cc88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":2,"Communicated Parameters":"0.497B"}. This record does not assert independent reproduction. ### FL + LoRA Accuracy: 0.439. Result ID: 6995b20b3badfaffe6b1cc7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":8,"Communicated Parameters":"1.99B"}. This record does not assert independent reproduction. ### FL + LoRA Accuracy: 0.4312. Result ID: 6995b20b3badfaffe6b1cc82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":4,"Communicated Parameters":"0.991B"}. This record does not assert independent reproduction. ### FL + LoRA Accuracy: 0.3907. Result ID: 6995b20b3badfaffe6b1cc86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":2,"Communicated Parameters":"0.497B"}. This record does not assert independent reproduction. ### FFA-LoRA Accuracy: 0.3734. Result ID: 6995b20b3badfaffe6b1cc7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":8,"Communicated Parameters":"0.991B"}. This record does not assert independent reproduction. ### FFA-LoRA Accuracy: 0.3665. Result ID: 6995b20b3badfaffe6b1cc87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":2,"Communicated Parameters":"0.249B"}. This record does not assert independent reproduction. ### FL + LoRA Accuracy: 0.3658. Result ID: 6995b20b3badfaffe6b1cc8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":1,"Communicated Parameters":"0.249B"}. This record does not assert independent reproduction. ### FFA-LoRA Accuracy: 0.3604. Result ID: 6995b20b3badfaffe6b1cc83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":4,"Communicated Parameters":"0.497B"}. This record does not assert independent reproduction. ### FlexLoRA Accuracy: 0.3554. Result ID: 6995b20b3badfaffe6b1cc8c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":1,"Communicated Parameters":"0.249B"}. This record does not assert independent reproduction. ### FFA-LoRA Accuracy: 0.3444. Result ID: 6995b20b3badfaffe6b1cc8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":1,"Communicated Parameters":"0.124B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.