# Text Classification on Yelp-F (test) Source: [Text Classification on Yelp-F (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:19.624Z Evaluation of Text Classification performance on the test split of the Yelp-F dataset, typically 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 | Text Classification | | Dataset (including any stated split) | Yelp-F (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 | | --- | --- | --- | --- | | XLNet | 72.95 | Not recorded | 68fa6cb61e209131cea35744 | | BERT-Large | 70.68 | Not recorded | 68fa6cb61e209131cea35744 | | ULMFiT | 70.02 | Not recorded | 68fa6cb61e209131cea35744 | | BERT-FiT | 69.94 | Not recorded | 68fa6cb61e209131cea35744 | | HDGCN | 69.6 | Not recorded | 68fa6a1e1e209131cea26089 | | DPCNN | 69.42 | Not recorded | 68fa6cb61e209131cea35744 | | TinyBERT | 66.1 | Not recorded | 68fa6a1e1e209131cea26089 | | CCCapsNet | 65.85 | Not recorded | 68fa6cb61e209131cea35744 | | BERT | 65.8 | Not recorded | 68fa6a1e1e209131cea26089 | | DRNN | 65.3 | Not recorded | 68fa6a1e1e209131cea26089 | | HDGCN-static | 65.2 | Not recorded | 68fa6a1e1e209131cea26089 | | Region Emb. | 64.9 | Not recorded | 68fa6cb61e209131cea35744 | | fastText | 63.9 | Not recorded | 68fa6a1e1e209131cea26089 | ### XLNet Accuracy: 72.95. Result ID: 698f32c13a6c314849f6e5e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning":true}. This record does not assert independent reproduction. ### BERT-Large Accuracy: 70.68. Result ID: 698f32c13a6c314849f6e5df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning":true}. This record does not assert independent reproduction. ### ULMFiT Accuracy: 70.02. Result ID: 698f32c13a6c314849f6e5dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning":true}. This record does not assert independent reproduction. ### BERT-FiT Accuracy: 69.94. Result ID: 698f32c13a6c314849f6e5de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning":true}. This record does not assert independent reproduction. ### HDGCN Accuracy: 69.6. Result ID: 698e0f3effc3901de09a7ac4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPCNN Accuracy: 69.42. Result ID: 698f32c13a6c314849f6e5db. [Reporting paper]() Recorded evaluation configuration: {"fine-tuning":true}. This record does not assert independent reproduction. ### TinyBERT Accuracy: 66.1. Result ID: 698e0f3effc3901de09a7ac2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CCCapsNet Accuracy: 65.85. Result ID: 698f32c13a6c314849f6e5e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"fine-tuning":false,"trained from scratch":true}. This record does not assert independent reproduction. ### BERT Accuracy: 65.8. Result ID: 698e0f3effc3901de09a7ac1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRNN Accuracy: 65.3. Result ID: 698e0f3effc3901de09a7ac0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HDGCN-static Accuracy: 65.2. Result ID: 698e0f3effc3901de09a7ac3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Region Emb. Accuracy: 64.9. Result ID: 698f32c13a6c314849f6e5dd. [Reporting paper]() Recorded evaluation configuration: {"fine-tuning":false,"trained from scratch":true}. This record does not assert independent reproduction. ### fastText Accuracy: 63.9. Result ID: 698e0f3effc3901de09a7abf. [Reporting paper]() [Method origin paper]() [Implementation]() 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.