# Text Classification on Yelp Review (test) Source: [Text Classification on Yelp Review (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:25.752Z Evaluation of Text Classification performance on the test split of the Yelp Review dataset. 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) | Yelp Review (test) | | Metric | Macro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro F1 | Result date | Report paper | | --- | --- | --- | --- | | Prompt-based FT (soft) | 69.63 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (hard) | 68.71 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (hard) + PCP | 63.15 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (soft) + PCP | 62.92 | Not recorded | 68fa70d11e209131cea4d652 | | ADAMATCH | 58.95 | Not recorded | 68fa70d11e209131cea4d652 | | DASH | 58.85 | Not recorded | 68fa70d11e209131cea4d652 | | FIXMATCH | 58.51 | Not recorded | 68fa70d11e209131cea4d652 | | FLEXMATCH | 58.34 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (hard) | 58.27 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (soft) | 57.12 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (hard) + PCP | 52.92 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (soft) + PCP | 50.66 | Not recorded | 68fa70d11e209131cea4d652 | | FLEXMATCH | 50.6 | Not recorded | 68fa70d11e209131cea4d652 | | ADAMATCH | 50.42 | Not recorded | 68fa70d11e209131cea4d652 | | DASH | 47.44 | Not recorded | 68fa70d11e209131cea4d652 | | FIXMATCH | 47.26 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (hard) | 46.69 | Not recorded | 68fa70d11e209131cea4d652 | | Prompt-based FT (soft) | 45.43 | Not recorded | 68fa70d11e209131cea4d652 | ### Prompt-based FT (soft) Macro F1: 69.63. Result ID: 69915b0b3a6c3148490792c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"full","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (hard) Macro F1: 68.71. Result ID: 69915b0b3a6c3148490792c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"full","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (hard) + PCP Macro F1: 63.15. Result ID: 69915b0b3a6c3148490792c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (soft) + PCP Macro F1: 62.92. Result ID: 69915b0b3a6c3148490792c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### ADAMATCH Macro F1: 58.95. Result ID: 69915b0b3a6c3148490792bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### DASH Macro F1: 58.85. Result ID: 69915b0b3a6c3148490792b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### FIXMATCH Macro F1: 58.51. Result ID: 69915b0b3a6c3148490792b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### FLEXMATCH Macro F1: 58.34. Result ID: 69915b0b3a6c3148490792bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (hard) Macro F1: 58.27. Result ID: 69915b0b3a6c3148490792bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (soft) Macro F1: 57.12. Result ID: 69915b0b3a6c3148490792c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"200","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (hard) + PCP Macro F1: 52.92. Result ID: 69915b0b3a6c3148490792c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (soft) + PCP Macro F1: 50.66. Result ID: 69915b0b3a6c3148490792c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### FLEXMATCH Macro F1: 50.6. Result ID: 69915b0b3a6c3148490792ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### ADAMATCH Macro F1: 50.42. Result ID: 69915b0b3a6c3148490792bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### DASH Macro F1: 47.44. Result ID: 69915b0b3a6c3148490792b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### FIXMATCH Macro F1: 47.26. Result ID: 69915b0b3a6c3148490792b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (hard) Macro F1: 46.69. Result ID: 69915b0b3a6c3148490792be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. ### Prompt-based FT (soft) Macro F1: 45.43. Result ID: 69915b0b3a6c3148490792c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of labeled samples":"40","Backbone":"RoBERTa-Large"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.