# Implicit Sentiment Analysis on SemEval Laptop 2014 (test) Source: [Implicit Sentiment Analysis on SemEval Laptop 2014 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-22T08:32:35.412Z Evaluation of Implicit Sentiment Analysis performance on the test split of the SemEval 2014 Task 4 Laptop dataset, measured using F1 scores. 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 | Implicit Sentiment Analysis | | Dataset (including any stated split) | SemEval Laptop 2014 (test) | | Metric | F1 (All) | | 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 - [F1 (All)](): Higher is better; unit: PERCENT. - [F1 (ISA)](): Higher is better; unit: PERCENT. - [Macro-F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 (All) | Result date | Report paper | | --- | --- | --- | --- | | GPT3+THOR | 76.04 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+THOR | 58.27 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+THOR | 56.36 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+ZeroCoT | 55.53 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+Prompt | 54.14 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+THOR | 52.52 | Not recorded | 68fa6fbc1e209131cea471d1 | | Flan-T5+Prompt | 52.06 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+Prompt | 35.17 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERTAsp+SCAPT | 25.77 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+RGAT | 25.68 | Not recorded | 68fa6fbc1e209131cea471d1 | | BERT+SPC | 25.34 | Not recorded | 68fa6fbc1e209131cea471d1 | ### GPT3+THOR F1 (All): 76.04. Result ID: 6990e8fa3a6c314849043793. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"175B","Backbone":"GPT3","Prompting Strategy":"THOR (CoT)"}. This record does not assert independent reproduction. ### Flan-T5+THOR F1 (All): 58.27. Result ID: 6990e8fa3a6c314849043791. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"11B","Backbone":"Flan-T5","Prompting Strategy":"THOR (CoT)"}. This record does not assert independent reproduction. ### Flan-T5+THOR F1 (All): 56.36. Result ID: 6990e8fa3a6c314849043790. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"3B","Backbone":"Flan-T5","Prompting Strategy":"THOR (CoT)"}. This record does not assert independent reproduction. ### Flan-T5+ZeroCoT F1 (All): 55.53. Result ID: 6990e8fa3a6c314849043792. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"11B","Backbone":"Flan-T5","Prompting Strategy":"Zero-shot CoT"}. This record does not assert independent reproduction. ### Flan-T5+Prompt F1 (All): 54.14. Result ID: 6990e8fa3a6c31484904378e. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"11B","Backbone":"Flan-T5","Prompting Strategy":"Vanilla"}. This record does not assert independent reproduction. ### Flan-T5+THOR F1 (All): 52.52. Result ID: 6990e8fa3a6c31484904378f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"250M","Backbone":"Flan-T5","Prompting Strategy":"THOR (CoT)"}. This record does not assert independent reproduction. ### Flan-T5+Prompt F1 (All): 52.06. Result ID: 6990e8fa3a6c31484904378d. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"250M","Backbone":"Flan-T5","Prompting Strategy":"Vanilla"}. This record does not assert independent reproduction. ### BERT+Prompt F1 (All): 35.17. Result ID: 6990e8fa3a6c31484904378c. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"110M","Backbone":"BERT","Prompting Strategy":"Vanilla"}. This record does not assert independent reproduction. ### BERTAsp+SCAPT F1 (All): 25.77. Result ID: 6990e8fa3a6c31484904378b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"110M","Backbone":"BERT"}. This record does not assert independent reproduction. ### BERT+RGAT F1 (All): 25.68. Result ID: 6990e8fa3a6c31484904378a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"110M","Backbone":"BERT"}. This record does not assert independent reproduction. ### BERT+SPC F1 (All): 25.34. Result ID: 6990e8fa3a6c314849043789. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"Zero-shot","Number of Parameters":"110M","Backbone":"BERT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.