# Text Classification on BANKING77 Dir(0.1) (test) Source: [Text Classification on BANKING77 Dir(0.1) (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:34.167Z Evaluation of Text Classification performance on the test split of the BANKING77 dataset configured with Dir(0.1), 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) | BANKING77 Dir(0.1) (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 | | --- | --- | --- | --- | | FlexLoRA | 92.14 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 92.02 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 91.87 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 91.61 | Not recorded | 68fa78f21e209131cea7b5fa | | LoRA-A2 | 91.43 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 90.53 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 90.47 | Not recorded | 68fa78f21e209131cea7b5fa | | FL (w/o LoRA) | 90.29 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 88.11 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 87.31 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 85.59 | Not recorded | 68fa78f21e209131cea7b5fa | | FL + LoRA | 82.24 | Not recorded | 68fa78f21e209131cea7b5fa | | FlexLoRA | 82.2 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 77.44 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 76.38 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 73.44 | Not recorded | 68fa78f21e209131cea7b5fa | | FFA-LoRA | 72.96 | Not recorded | 68fa78f21e209131cea7b5fa | ### FlexLoRA Accuracy: 92.14. Result ID: 6995b20b3badfaffe6b1cc3c. [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: 92.02. Result ID: 6995b20b3badfaffe6b1cc45. [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. ### LoRA-A2 Accuracy: 91.87. Result ID: 6995b20b3badfaffe6b1cc49. [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: 91.61. Result ID: 6995b20b3badfaffe6b1cc3d. [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: 91.43. Result ID: 6995b20b3badfaffe6b1cc41. [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. ### FlexLoRA Accuracy: 90.53. Result ID: 6995b20b3badfaffe6b1cc40. [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. ### FL + LoRA Accuracy: 90.47. Result ID: 6995b20b3badfaffe6b1cc3a. [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 (w/o LoRA) Accuracy: 90.29. Result ID: 6995b20b3badfaffe6b1cc39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","Communicated Parameters":"186B"}. This record does not assert independent reproduction. ### FL + LoRA Accuracy: 88.11. Result ID: 6995b20b3badfaffe6b1cc3e. [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. ### FlexLoRA Accuracy: 87.31. Result ID: 6995b20b3badfaffe6b1cc44. [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: 85.59. Result ID: 6995b20b3badfaffe6b1cc42. [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. ### FL + LoRA Accuracy: 82.24. Result ID: 6995b20b3badfaffe6b1cc46. [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. ### FlexLoRA Accuracy: 82.2. Result ID: 6995b20b3badfaffe6b1cc48. [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: 77.44. Result ID: 6995b20b3badfaffe6b1cc3b. [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: 76.38. Result ID: 6995b20b3badfaffe6b1cc3f. [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. ### FFA-LoRA Accuracy: 73.44. Result ID: 6995b20b3badfaffe6b1cc43. [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. ### FFA-LoRA Accuracy: 72.96. Result ID: 6995b20b3badfaffe6b1cc47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa-base","LoRA Rank":1,"Communicated Parameters":"0.124B"}. 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