# Sentiment cluster prediction on Laptop14 (test) Source: [Sentiment cluster prediction on Laptop14 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:27.240Z Evaluation of Sentiment cluster prediction performance on the test split of the Laptop14 dataset, measured using Exact Match (EM). 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 | Sentiment cluster prediction | | Dataset (including any stated split) | Laptop14 (test) | | Metric | Exact Match | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Exact Match](): Higher is better; unit: PERCENT. ## Recorded results | Method | Exact Match | Result date | Report paper | | --- | --- | --- | --- | | LSAE-DEBERTA | 83.73 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-DEBERTA | 82.94 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-DEBERTA | 82.55 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-DEBERTA | 81.96 | Not recorded | 68fa72b01e209131cea57eb2 | | DeBERTa | 79.61 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAE-BERT | 78.94 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-BERT | 78.63 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-BERT | 78.14 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-BERT | 78.06 | Not recorded | 68fa72b01e209131cea57eb2 | | BERT | 75.08 | Not recorded | 68fa72b01e209131cea57eb2 | ### LSAE-DEBERTA Exact Match: 83.73. Result ID: 6992504a3a6c3148490e1a1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAE"}. This record does not assert independent reproduction. ### LSAS-DEBERTA Exact Match: 82.94. Result ID: 6992504a3a6c3148490e1a1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAS"}. This record does not assert independent reproduction. ### LSAP-DEBERTA Exact Match: 82.55. Result ID: 6992504a3a6c3148490e1a1a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAP"}. This record does not assert independent reproduction. ### LSAT-DEBERTA Exact Match: 81.96. Result ID: 6992504a3a6c3148490e1a1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAT"}. This record does not assert independent reproduction. ### DeBERTa Exact Match: 79.61. Result ID: 6992504a3a6c3148490e1a15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### LSAE-BERT Exact Match: 78.94. Result ID: 6992504a3a6c3148490e1a19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAE"}. This record does not assert independent reproduction. ### LSAS-BERT Exact Match: 78.63. Result ID: 6992504a3a6c3148490e1a18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAS"}. This record does not assert independent reproduction. ### LSAP-BERT Exact Match: 78.14. Result ID: 6992504a3a6c3148490e1a16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAP"}. This record does not assert independent reproduction. ### LSAT-BERT Exact Match: 78.06. Result ID: 6992504a3a6c3148490e1a17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAT"}. This record does not assert independent reproduction. ### BERT Exact Match: 75.08. Result ID: 6992504a3a6c3148490e1a14. [Reporting paper]() [Method origin paper]() [Implementation]() 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.