# Sentiment Cluster Prediction on Restaurant 14 (test) Source: [Sentiment Cluster Prediction on Restaurant 14 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:35.213Z Evaluation of Sentiment Cluster Prediction performance on the test split of the Restaurant 14 dataset, measured by 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) | Restaurant 14 (test) | | Metric | EM | | 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 - [EM](): Higher is better; unit: PERCENT. ## Recorded results | Method | EM | Result date | Report paper | | --- | --- | --- | --- | | LSAE-DEBERTA | 86.53 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-DEBERTA | 86.39 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-DEBERTA | 86.26 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-DEBERTA | 85.9 | Not recorded | 68fa72b01e209131cea57eb2 | | DeBERTa | 83.88 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAE-BERT | 83.62 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAS-BERT | 83.09 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAT-BERT | 82.96 | Not recorded | 68fa72b01e209131cea57eb2 | | LSAP-BERT | 82.24 | Not recorded | 68fa72b01e209131cea57eb2 | | BERT | 78.75 | Not recorded | 68fa72b01e209131cea57eb2 | ### LSAE-DEBERTA EM: 86.53. Result ID: 6992504a3a6c3148490e1a27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAE"}. This record does not assert independent reproduction. ### LSAP-DEBERTA EM: 86.39. Result ID: 6992504a3a6c3148490e1a24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAP"}. This record does not assert independent reproduction. ### LSAT-DEBERTA EM: 86.26. Result ID: 6992504a3a6c3148490e1a25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAT"}. This record does not assert independent reproduction. ### LSAS-DEBERTA EM: 85.9. Result ID: 6992504a3a6c3148490e1a26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa","Variant":"LSAS"}. This record does not assert independent reproduction. ### DeBERTa EM: 83.88. Result ID: 6992504a3a6c3148490e1a1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DeBERTa"}. This record does not assert independent reproduction. ### LSAE-BERT EM: 83.62. Result ID: 6992504a3a6c3148490e1a23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAE"}. This record does not assert independent reproduction. ### LSAS-BERT EM: 83.09. Result ID: 6992504a3a6c3148490e1a22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAS"}. This record does not assert independent reproduction. ### LSAT-BERT EM: 82.96. Result ID: 6992504a3a6c3148490e1a21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAT"}. This record does not assert independent reproduction. ### LSAP-BERT EM: 82.24. Result ID: 6992504a3a6c3148490e1a20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT","Variant":"LSAP"}. This record does not assert independent reproduction. ### BERT EM: 78.75. Result ID: 6992504a3a6c3148490e1a1e. [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.