# Aspect-Level Sentiment Analysis on SemEval Task 4 Laptop 2014 (test) Source: [Aspect-Level Sentiment Analysis on SemEval Task 4 Laptop 2014 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:51.100Z Evaluation of Aspect-Level Sentiment Analysis performance on the test split of the SemEval 2014 Task 4 Laptop dataset, 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 | Aspect-Level Sentiment Analysis | | Dataset (including any stated split) | SemEval Task 4 Laptop 2014 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 | | --- | --- | --- | --- | | Flan-T5 + RVISAg | 88 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + RVISAv | 87.43 | Not recorded | 68fa73e61e209131cea5ec7b | | RoBERTa + SKEP | 81.47 | Not recorded | 68fa67921e209131cea1718e | | Previous SOTA | 81.35 | Not recorded | 68fa67921e209131cea1718e | | RoBERTa + SKEP | 81.32 | Not recorded | 68fa67921e209131cea1718e | | T5 Base + ABSA-ESA | 80 | Not recorded | 68fa73e61e209131cea5ec7b | | RoBERTa | 79.22 | Not recorded | 68fa67921e209131cea1718e | | RoBERTa | 78.11 | Not recorded | 68fa67921e209131cea1718e | | BERT Asp + SCAPT | 77.59 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + THOR | 76.57 | Not recorded | 68fa73e61e209131cea5ec7b | | BERT Asp + CEPT | 75.86 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + prompt | 75.43 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + RVISAg | 75.43 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + THOR | 74.29 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + prompt | 73.71 | Not recorded | 68fa73e61e209131cea5ec7b | | Flan-T5 + RVISAv | 73.71 | Not recorded | 68fa73e61e209131cea5ec7b | | BERT + RGAT | 72.99 | Not recorded | 68fa73e61e209131cea5ec7b | | BERT + ADA+ | 70.11 | Not recorded | 68fa73e61e209131cea5ec7b | | BERT + SPC+ | 69.54 | Not recorded | 68fa73e61e209131cea5ec7b | ### Flan-T5 + RVISAg Accuracy: 88. Result ID: 699324c33a6c3148491405c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"11B","Rationale":"GPT-3.5"}. This record does not assert independent reproduction. ### Flan-T5 + RVISAv Accuracy: 87.43. Result ID: 699324c33a6c3148491405bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"11B","Rationale":"Vicuna"}. This record does not assert independent reproduction. ### RoBERTa + SKEP Accuracy: 81.47. Result ID: 698d3b7e8b517eb4331ff691. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"large"}. This record does not assert independent reproduction. ### Previous SOTA Accuracy: 81.35. Result ID: 698d3b7e8b517eb4331ff68d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa + SKEP Accuracy: 81.32. Result ID: 698d3b7e8b517eb4331ff68f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"base"}. This record does not assert independent reproduction. ### T5 Base + ABSA-ESA Accuracy: 80. Result ID: 699324c33a6c3148491405b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"220M"}. This record does not assert independent reproduction. ### RoBERTa Accuracy: 79.22. Result ID: 698d3b7e8b517eb4331ff690. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"large"}. This record does not assert independent reproduction. ### RoBERTa Accuracy: 78.11. Result ID: 698d3b7e8b517eb4331ff68e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Size":"base"}. This record does not assert independent reproduction. ### BERT Asp + SCAPT Accuracy: 77.59. Result ID: 699324c33a6c3148491405b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M"}. This record does not assert independent reproduction. ### Flan-T5 + THOR Accuracy: 76.57. Result ID: 699324c33a6c3148491405bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"11B"}. This record does not assert independent reproduction. ### BERT Asp + CEPT Accuracy: 75.86. Result ID: 699324c33a6c3148491405b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M"}. This record does not assert independent reproduction. ### Flan-T5 + prompt Accuracy: 75.43. Result ID: 699324c33a6c3148491405ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"11B"}. This record does not assert independent reproduction. ### Flan-T5 + RVISAg Accuracy: 75.43. Result ID: 699324c33a6c3148491405be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"250M","Rationale":"GPT-3.5"}. This record does not assert independent reproduction. ### Flan-T5 + THOR Accuracy: 74.29. Result ID: 699324c33a6c3148491405bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"250M"}. This record does not assert independent reproduction. ### Flan-T5 + prompt Accuracy: 73.71. Result ID: 699324c33a6c3148491405b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"250M"}. This record does not assert independent reproduction. ### Flan-T5 + RVISAv Accuracy: 73.71. Result ID: 699324c33a6c3148491405bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"250M","Rationale":"Vicuna"}. This record does not assert independent reproduction. ### BERT + RGAT Accuracy: 72.99. Result ID: 699324c33a6c3148491405b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M"}. This record does not assert independent reproduction. ### BERT + ADA+ Accuracy: 70.11. Result ID: 699324c33a6c3148491405b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"110M"}. This record does not assert independent reproduction. ### BERT + SPC+ Accuracy: 69.54. Result ID: 699324c33a6c3148491405b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"110M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.