# Aspect-based Sentiment Analysis on SemEval Laptop 2014 Source: [Aspect-based Sentiment Analysis on SemEval Laptop 2014]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:32.766Z Evaluation of Aspect-based Sentiment Analysis performance on the SemEval Laptop 2014 dataset, measured using F1 score. 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-based Sentiment Analysis | | Dataset (including any stated split) | SemEval Laptop 2014 | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 38 of 38 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | THOR | 85.16 | Not recorded | 68fa6fbc1e209131cea471d1 | | THOR | 84.83 | Not recorded | 68fa6fbc1e209131cea471d1 | | THOR | 84.39 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+Prompt | 82.44 | Not recorded | 68fa6fbc1e209131cea471d1 | | THOR | 79.75 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERTAsp+SCAPT | 79.15 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+Prompt | 79.02 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+Prompt | 78.58 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERTAsp+CEPT | 78.38 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+ISAIV | 77.25 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+ADA | 74.18 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+RGAT | 74.07 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+SPC | 73.45 | Not recorded | 68fa6fbc1e209131cea471d1 | | Extra | 50.88 | Not recorded | 68fa73401e209131cea5b47a | | CoTAM | 38.26 | Not recorded | 68fa73401e209131cea5b47a | | FlipDA++ | 32.81 | Not recorded | 68fa73401e209131cea5b47a | | CoTDA | 30.51 | Not recorded | 68fa73401e209131cea5b47a | | Base | 25.93 | Not recorded | 68fa73401e209131cea5b47a | | LLM SL | 14.09 | Not recorded | 68fa73401e209131cea5b47a | ### THOR F1 Score: 85.16. Result ID: 6990e8fa3a6c31484904376e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"11B","Backbone":"Flan-T5","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### THOR F1 Score: 84.83. Result ID: 6990e8fa3a6c314849043770. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"11B","Backbone":"Flan-T5","Evaluation Protocol":"Supervised fine-tuning","Method Variation":"w/o Reason-revising"}. This record does not assert independent reproduction. ### THOR F1 Score: 84.39. Result ID: 6990e8fa3a6c31484904376f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"11B","Backbone":"Flan-T5","Evaluation Protocol":"Supervised fine-tuning","Method Variation":"w/o Self-consistency"}. This record does not assert independent reproduction. ### Flan-T5+Prompt F1 Score: 82.44. Result ID: 6990e8fa3a6c31484904376c. [Reporting paper]() Recorded evaluation configuration: {"Model Parameters":"11B","Backbone":"Flan-T5","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### THOR F1 Score: 79.75. Result ID: 6990e8fa3a6c31484904376d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"250M","Backbone":"Flan-T5","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERTAsp+SCAPT F1 Score: 79.15. Result ID: 6990e8fa3a6c314849043769. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### Flan-T5+Prompt F1 Score: 79.02. Result ID: 6990e8fa3a6c31484904376b. [Reporting paper]() Recorded evaluation configuration: {"Model Parameters":"250M","Backbone":"Flan-T5","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERT+Prompt F1 Score: 78.58. Result ID: 6990e8fa3a6c31484904376a. [Reporting paper]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERTAsp+CEPT F1 Score: 78.38. Result ID: 6990e8fa3a6c314849043767. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERT+ISAIV F1 Score: 77.25. Result ID: 6990e8fa3a6c314849043768. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERT+ADA F1 Score: 74.18. Result ID: 6990e8fa3a6c314849043765. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERT+RGAT F1 Score: 74.07. Result ID: 6990e8fa3a6c314849043766. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### BERT+SPC F1 Score: 73.45. Result ID: 6990e8fa3a6c314849043764. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Parameters":"110M","Backbone":"BERT","Evaluation Protocol":"Supervised fine-tuning"}. This record does not assert independent reproduction. ### Extra F1 Score: 50.88. Result ID: 6992b2083a6c31484910cb0d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTAM F1 Score: 38.26. Result ID: 6992b2083a6c31484910cb11. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot\_number (K)":10,"generation\_count (N)":3,"backbone":"RoBERTa-Large","embedding\_model":"SimCSE"}. This record does not assert independent reproduction. ### FlipDA++ F1 Score: 32.81. Result ID: 6992b2083a6c31484910cb0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTDA F1 Score: 30.51. Result ID: 6992b2083a6c31484910cb10. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Base F1 Score: 25.93. Result ID: 6992b2083a6c31484910cb0c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLM SL F1 Score: 14.09. Result ID: 6992b2083a6c31484910cb0e. [Reporting paper]() 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.