# Dimensional Aspect Sentiment Regression on Lee et al. 1.0 (dev) Source: [Dimensional Aspect Sentiment Regression on Lee et al. 1.0 (dev)]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:20:04.196Z Evaluation of Dimensional Aspect Sentiment Regression performance on the development split of the Lee et al. 1.0 dataset, measured using RMSE\_VA, PCC\_V, and PCC\_A. 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 | Dimensional Aspect Sentiment Regression | | Dataset (including any stated split) | Lee et al. 1.0 (dev) | | Metric | RMSE (VA) | | Unit | SCALAR | | Direction | Lower 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 - [RMSE (VA)](): Lower is better; unit: SCALAR. - [PCC (V)](): Higher is better; unit: SCALAR. - [PCC (A)](): Higher is better; unit: SCALAR. ## Recorded results | Method | RMSE (VA) | Result date | Report paper | | --- | --- | --- | --- | | AILS-NTUA | 0.5438 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 0.7443 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 0.8007 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 0.9208 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 0.9844 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 0.9881 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 1.0166 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 1.3692 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 1.3808 | Not recorded | 69aa5f702d603e6de3e41801 | | AILS-NTUA | 1.9234 | Not recorded | 69aa5f702d603e6de3e41801 | ### AILS-NTUA RMSE (VA): 0.5438. Result ID: 69aa8e306dbb7075b9543f31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"ZHO","Domain":"Finance"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 0.7443. Result ID: 69aa8e306dbb7075b9543f32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"ZHO","Domain":"Laptop"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 0.8007. Result ID: 69aa8e306dbb7075b9543f33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"ZHO","Domain":"Restaurant"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 0.9208. Result ID: 69aa8e306dbb7075b9543f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"ENG","Domain":"Restaurant"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 0.9844. Result ID: 69aa8e306dbb7075b9543f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"JPN","Domain":"Hotel"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 0.9881. Result ID: 69aa8e306dbb7075b9543f37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"JPN","Domain":"Finance"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 1.0166. Result ID: 69aa8e306dbb7075b9543f2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"ENG","Domain":"Laptop"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 1.3692. Result ID: 69aa8e306dbb7075b9543f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"UKR","Domain":"Restaurant"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 1.3808. Result ID: 69aa8e306dbb7075b9543f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"RUS","Domain":"Restaurant"}. This record does not assert independent reproduction. ### AILS-NTUA RMSE (VA): 1.9234. Result ID: 69aa8e306dbb7075b9543f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Language":"TAT","Domain":"Restaurant"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.