# Aspect Sentiment Classification on Restaurant SemEval 2016 (test) Source: [Aspect Sentiment Classification on Restaurant SemEval 2016 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T09:17:14.021Z Evaluation of Aspect Sentiment Classification performance on the test split of the SemEval 2016 Restaurant 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 | Aspect Sentiment Classification | | Dataset (including any stated split) | Restaurant SemEval 2016 (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | InstructABSA2 | 93.01 | Not recorded | 68fa738b1e209131cea5d201 | | PFInstruct-RE | 92.51 | Not recorded | 68fa738b1e209131cea5d201 | | PFInstruct-Noise | 91.54 | Not recorded | 68fa738b1e209131cea5d201 | | PFInstruct-NER | 86.6 | Not recorded | 68fa738b1e209131cea5d201 | | LSAE-X-DeBERTa | 84.87 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-X-DeBERTa | 84.68 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-X-DeBERTa | 84.34 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-X-DeBERTa | 83.5 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-RoBERTa | 83.41 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAE-DeBERTa | 82.39 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAE-RoBERTa | 82.18 | Not recorded | 68fa72b01e209131cea57eb2 | | SARL-RoBERTa | 81.92 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-RoBERTa | 81.82 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-DeBERTa | 81.61 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-DeBERTa | 81.53 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-DeBERTa | 81.44 | Not recorded | 68fa72b01e209131cea57eb2 | | RoBERTa | 80.88 | Not recorded | 68fa72b01e209131cea57eb2 | | SARL-DeBERTa | 80.13 | Not recorded | 68fa72b01e209131cea57eb2 | | DGEDT-BERT | 79 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAE-BERT | 78.49 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-BERT | 78.25 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-BERT | 77.54 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-BERT | 77.5 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-RoBERTa | 76.17 | Not recorded | 68fa72b01e209131cea57eb2 | | DeBERTa | 73.59 | Not recorded | 68fa72b01e209131cea57eb2 | | TGCN-BERT | 72.81 | Not recorded | 68fa72b01e209131cea57eb2 | | SK-GCN-BERT | 72.02 | Not recorded | 68fa72b01e209131cea57eb2 | ### InstructABSA2 F1 Score: 93.01. Result ID: 69a1611135dfcabb00e6aa3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"InstructABSA2","Status":"Reproduced"}. This record does not assert independent reproduction. ### PFInstruct-RE F1 Score: 92.51. Result ID: 69a1611135dfcabb00e6aa3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"PFInstruct-RE","Prefix":"Relation Extraction"}. This record does not assert independent reproduction. ### PFInstruct-Noise F1 Score: 91.54. Result ID: 69a1611135dfcabb00e6aa41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"PFInstruct-Noise","Prefix":"Noise"}. This record does not assert independent reproduction. ### PFInstruct-NER F1 Score: 86.6. Result ID: 69a1611135dfcabb00e6aa40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"PFInstruct-NER","Prefix":"Named Entity Recognition"}. This record does not assert independent reproduction. ### LSAE-X-DeBERTa F1 Score: 84.87. Result ID: 6992504a3a6c3148490e1ab1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"X-DeBERTa"}. This record does not assert independent reproduction. ### LSAP-X-DeBERTa F1 Score: 84.68. Result ID: 6992504a3a6c3148490e1aae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"X-DeBERTa"}. This record does not assert independent reproduction. ### LSAT-X-DeBERTa F1 Score: 84.34. Result ID: 6992504a3a6c3148490e1aaf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"X-DeBERTa"}. This record does not assert independent reproduction. ### LSAS-X-DeBERTa F1 Score: 83.5. Result ID: 6992504a3a6c3148490e1ab0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"X-DeBERTa"}. This record does not assert independent reproduction. ### LSAT-RoBERTa F1 Score: 83.41. Result ID: 6992504a3a6c3148490e1aa7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### LSAE-DeBERTa F1 Score: 82.39. Result ID: 6992504a3a6c3148490e1aad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### LSAE-RoBERTa F1 Score: 82.18. Result ID: 6992504a3a6c3148490e1aa9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### SARL-RoBERTa F1 Score: 81.92. Result ID: 6992504a3a6c3148490e1a9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### LSAS-RoBERTa F1 Score: 81.82. Result ID: 6992504a3a6c3148490e1aa8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### LSAS-DeBERTa F1 Score: 81.61. Result ID: 6992504a3a6c3148490e1aac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### LSAT-DeBERTa F1 Score: 81.53. Result ID: 6992504a3a6c3148490e1aab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### LSAP-DeBERTa F1 Score: 81.44. Result ID: 6992504a3a6c3148490e1aaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### RoBERTa F1 Score: 80.88. Result ID: 6992504a3a6c3148490e1a9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### SARL-DeBERTa F1 Score: 80.13. Result ID: 6992504a3a6c3148490e1aa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### DGEDT-BERT F1 Score: 79. Result ID: 6992504a3a6c3148490e1a9c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### LSAE-BERT F1 Score: 78.49. Result ID: 6992504a3a6c3148490e1aa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### LSAP-BERT F1 Score: 78.25. Result ID: 6992504a3a6c3148490e1aa2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### LSAS-BERT F1 Score: 77.54. Result ID: 6992504a3a6c3148490e1aa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### LSAT-BERT F1 Score: 77.5. Result ID: 6992504a3a6c3148490e1aa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### LSAP-RoBERTa F1 Score: 76.17. Result ID: 6992504a3a6c3148490e1aa6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RoBERTa"}. This record does not assert independent reproduction. ### DeBERTa F1 Score: 73.59. Result ID: 6992504a3a6c3148490e1aa0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### TGCN-BERT F1 Score: 72.81. Result ID: 6992504a3a6c3148490e1a9d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. ### SK-GCN-BERT F1 Score: 72.02. Result ID: 6992504a3a6c3148490e1a9b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.