# Destination Prediction on Porto Source: [Destination Prediction on Porto]() Collection index: [llms.txt]() Data updated: 2026-07-07T10:49:19.415Z Evaluation of model performance on the Porto dataset for Destination Prediction, measured using Top-K accuracy metrics (Acc@1, Acc@5, Acc@10). 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 | Destination Prediction | | Dataset (including any stated split) | Porto | | Metric | Acc@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Acc@5](): Higher is better; unit: PERCENT. - [Acc@1](): Higher is better; unit: PERCENT. - [Acc@10](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc@5 | Result date | Report paper | | --- | --- | --- | --- | | Real | 92.9 | Not recorded | 68fa76eb1e209131cea6fee9 | | DeepMove | 92.9 | Not recorded | 68fa76eb1e209131cea6fee9 | | LSTPM | 91.4 | Not recorded | 68fa76eb1e209131cea6fee9 | | Flashback | 89.5 | Not recorded | 68fa76eb1e209131cea6fee9 | | HOSER | 88.8 | Not recorded | 68fa76eb1e209131cea6fee9 | | DeepMove | 88.8 | Not recorded | 68fa76eb1e209131cea6fee9 | | LSTPM | 86 | Not recorded | 68fa76eb1e209131cea6fee9 | | TS-TrajGen | 85.7 | Not recorded | 68fa76eb1e209131cea6fee9 | | Markov | 84.6 | Not recorded | 68fa76eb1e209131cea6fee9 | | Dijkstra | 84.1 | Not recorded | 68fa76eb1e209131cea6fee9 | | MoveSim | 84.1 | Not recorded | 68fa76eb1e209131cea6fee9 | | Flashback | 81.2 | Not recorded | 68fa76eb1e209131cea6fee9 | | STEGA | 81 | Not recorded | 68fa76eb1e209131cea6fee9 | | SeqGAN | 79.5 | Not recorded | 68fa76eb1e209131cea6fee9 | | CORE | 37.5 | Not recorded | 68fa7c291e209131cea8cc7a | | Path-LLM | 36.96 | Not recorded | 68fa7c291e209131cea8cc7a | | GREEN | 36.93 | Not recorded | 68fa7c291e209131cea8cc7a | | START | 36.49 | Not recorded | 68fa7c291e209131cea8cc7a | | JGRM | 36.44 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajMamba | 36.44 | Not recorded | 68fa7c291e209131cea8cc7a | | TRACK | 36.31 | Not recorded | 68fa7c291e209131cea8cc7a | | HRNR | 36.24 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajCogn | 35.76 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajGen | 35.6 | Not recorded | 68fa76eb1e209131cea6fee9 | | JCLRNT | 35.08 | Not recorded | 68fa7c291e209131cea8cc7a | | DyToast | 33.67 | Not recorded | 68fa7c291e209131cea8cc7a | | Toast | 33.66 | Not recorded | 68fa7c291e209131cea8cc7a | | PIM | 31.9 | Not recorded | 68fa7c291e209131cea8cc7a | ### Real Acc@5: 92.9. Result ID: 6a4cd99c60b88bb339caedac. [Reporting paper]() Recorded evaluation configuration: {"Data Source":"Real Trajectories","Predictor":"DeepMove"}. This record does not assert independent reproduction. ### DeepMove Acc@5: 92.9. Result ID: 6a4cd99d60b88bb339caedbd. [Reporting paper]() Recorded evaluation configuration: {"Data source":"real"}. This record does not assert independent reproduction. ### LSTPM Acc@5: 91.4. Result ID: 6a4cd99d60b88bb339caedc1. [Reporting paper]() Recorded evaluation configuration: {"Data source":"real"}. This record does not assert independent reproduction. ### Flashback Acc@5: 89.5. Result ID: 6a4cd99d60b88bb339caedbf. [Reporting paper]() Recorded evaluation configuration: {"Data source":"real"}. This record does not assert independent reproduction. ### HOSER Acc@5: 88.8. Result ID: 6a4cd99c60b88bb339caedab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### DeepMove Acc@5: 88.8. Result ID: 6a4cd99d60b88bb339caedbc. [Reporting paper]() Recorded evaluation configuration: {"Data source":"generated"}. This record does not assert independent reproduction. ### LSTPM Acc@5: 86. Result ID: 6a4cd99d60b88bb339caedc0. [Reporting paper]() Recorded evaluation configuration: {"Data source":"generated"}. This record does not assert independent reproduction. ### TS-TrajGen Acc@5: 85.7. Result ID: 6a4cd99c60b88bb339caedaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### Markov Acc@5: 84.6. Result ID: 6a4cd99c60b88bb339caeda4. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### Dijkstra Acc@5: 84.1. Result ID: 6a4cd99c60b88bb339caeda5. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### MoveSim Acc@5: 84.1. Result ID: 6a4cd99c60b88bb339caeda7. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### Flashback Acc@5: 81.2. Result ID: 6a4cd99d60b88bb339caedbe. [Reporting paper]() Recorded evaluation configuration: {"Data source":"generated"}. This record does not assert independent reproduction. ### STEGA Acc@5: 81. Result ID: 6a4cd99c60b88bb339caeda9. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### SeqGAN Acc@5: 79.5. Result ID: 6a4cd99c60b88bb339caeda6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### CORE Acc@5: 37.5. Result ID: 6a44b8e773d097d845bdc527. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Path-LLM Acc@5: 36.96. Result ID: 6a44b8e773d097d845bdc524. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREEN Acc@5: 36.93. Result ID: 6a44b8e773d097d845bdc526. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### START Acc@5: 36.49. Result ID: 6a44b8e773d097d845bdc520. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JGRM Acc@5: 36.44. Result ID: 6a44b8e773d097d845bdc521. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajMamba Acc@5: 36.44. Result ID: 6a44b8e773d097d845bdc523. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACK Acc@5: 36.31. Result ID: 6a44b8e773d097d845bdc525. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNR Acc@5: 36.24. Result ID: 6a44b8e773d097d845bdc51b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajCogn Acc@5: 35.76. Result ID: 6a44b8e773d097d845bdc522. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajGen Acc@5: 35.6. Result ID: 6a4cd99c60b88bb339caeda8. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### JCLRNT Acc@5: 35.08. Result ID: 6a44b8e773d097d845bdc51f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DyToast Acc@5: 33.67. Result ID: 6a44b8e773d097d845bdc51e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Toast Acc@5: 33.66. Result ID: 6a44b8e773d097d845bdc51c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIM Acc@5: 31.9. Result ID: 6a44b8e773d097d845bdc51d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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