# Popularity Prediction on Weibo time-ordered Source: [Popularity Prediction on Weibo time-ordered]() Collection index: [llms.txt]() Data updated: 2026-05-20T08:23:57.084Z Evaluation of popularity prediction performance on the time-ordered split of the Weibo dataset, measured using metrics such as MSLE and MALE. 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 | Popularity Prediction | | Dataset (including any stated split) | Weibo time-ordered | | Metric | MSLE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [MSLE](): Lower is better; unit: SCALAR. - [MALE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSLE | Result date | Report paper | | --- | --- | --- | --- | | CasTemp | 1.475 | Not recorded | 6902f0e33ef7ccd74e5e415f | | CasFlow | 1.685 | Not recorded | 6902f0e33ef7ccd74e5e415f | | DeepHawkes | 1.751 | Not recorded | 6902f0e33ef7ccd74e5e415f | | CTCP | 1.89 | Not recorded | 6902f0e33ef7ccd74e5e415f | | CasCN | 1.981 | Not recorded | 6902f0e33ef7ccd74e5e415f | | MLP | 2.066 | Not recorded | 6902f0e33ef7ccd74e5e415f | | CasDO | 2.49 | Not recorded | 6902f0e33ef7ccd74e5e415f | ### CasTemp MSLE: 1.475. Result ID: 6a0d6f79fbc373592c056b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CasFlow MSLE: 1.685. Result ID: 6a0d6f79fbc373592c056b33. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepHawkes MSLE: 1.751. Result ID: 6a0d6f79fbc373592c056b31. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTCP MSLE: 1.89. Result ID: 6a0d6f79fbc373592c056b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CasCN MSLE: 1.981. Result ID: 6a0d6f79fbc373592c056b32. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP MSLE: 2.066. Result ID: 6a0d6f79fbc373592c056b30. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CasDO MSLE: 2.49. Result ID: 6a0d6f79fbc373592c056b35. [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.