# Destination Prediction on Beijing Source: [Destination Prediction on Beijing]() Collection index: [llms.txt]() Data updated: 2026-07-07T10:49:19.438Z Evaluation of models performing Destination Prediction using the Beijing dataset, typically assessed 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) | Beijing | | Metric | Top-5 Accuracy | | 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 - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-10 Accuracy](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-5 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Real | 80.4 | Not recorded | 68fa76eb1e209131cea6fee9 | | DeepMove | 80.4 | Not recorded | 68fa76eb1e209131cea6fee9 | | LSTPM | 79.5 | Not recorded | 68fa76eb1e209131cea6fee9 | | Flashback | 78.2 | Not recorded | 68fa76eb1e209131cea6fee9 | | HOSER | 77.6 | Not recorded | 68fa76eb1e209131cea6fee9 | | DeepMove | 77.6 | Not recorded | 68fa76eb1e209131cea6fee9 | | LSTPM | 76.1 | Not recorded | 68fa76eb1e209131cea6fee9 | | Flashback | 74.9 | Not recorded | 68fa76eb1e209131cea6fee9 | | Dijkstra | 74.6 | Not recorded | 68fa76eb1e209131cea6fee9 | | Markov | 74.5 | Not recorded | 68fa76eb1e209131cea6fee9 | | TS-TrajGen | 74.3 | Not recorded | 68fa76eb1e209131cea6fee9 | | STEGA | 73.6 | Not recorded | 68fa76eb1e209131cea6fee9 | | SeqGAN | 71.3 | Not recorded | 68fa76eb1e209131cea6fee9 | | MoveSim | 66.2 | Not recorded | 68fa76eb1e209131cea6fee9 | | CORE | 26.47 | Not recorded | 68fa7c291e209131cea8cc7a | | Path-LLM | 22.94 | Not recorded | 68fa7c291e209131cea8cc7a | | GREEN | 22.85 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajMamba | 22.56 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajGen | 22.4 | Not recorded | 68fa76eb1e209131cea6fee9 | | TRACK | 21.98 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajCogn | 21.84 | Not recorded | 68fa7c291e209131cea8cc7a | | JGRM | 21.8 | Not recorded | 68fa7c291e209131cea8cc7a | | START | 21.53 | Not recorded | 68fa7c291e209131cea8cc7a | | HRNR | 20.19 | Not recorded | 68fa7c291e209131cea8cc7a | | JCLRNT | 18.79 | Not recorded | 68fa7c291e209131cea8cc7a | | DyToast | 18.46 | Not recorded | 68fa7c291e209131cea8cc7a | | Toast | 18.09 | Not recorded | 68fa7c291e209131cea8cc7a | | PIM | 16.14 | Not recorded | 68fa7c291e209131cea8cc7a | ### Real Top-5 Accuracy: 80.4. Result ID: 6a4cd99c60b88bb339caeda3. [Reporting paper]() Recorded evaluation configuration: {"Data Source":"Real Trajectories","Predictor":"DeepMove"}. This record does not assert independent reproduction. ### DeepMove Top-5 Accuracy: 80.4. Result ID: 6a4cd99c60b88bb339caedb7. [Reporting paper]() Recorded evaluation configuration: {"Data source":"real"}. This record does not assert independent reproduction. ### LSTPM Top-5 Accuracy: 79.5. Result ID: 6a4cd99d60b88bb339caedbb. [Reporting paper]() Recorded evaluation configuration: {"Data source":"real"}. This record does not assert independent reproduction. ### Flashback Top-5 Accuracy: 78.2. Result ID: 6a4cd99c60b88bb339caedb9. [Reporting paper]() Recorded evaluation configuration: {"Data source":"real"}. This record does not assert independent reproduction. ### HOSER Top-5 Accuracy: 77.6. Result ID: 6a4cd99c60b88bb339caeda2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### DeepMove Top-5 Accuracy: 77.6. Result ID: 6a4cd99c60b88bb339caedb6. [Reporting paper]() Recorded evaluation configuration: {"Data source":"generated"}. This record does not assert independent reproduction. ### LSTPM Top-5 Accuracy: 76.1. Result ID: 6a4cd99d60b88bb339caedba. [Reporting paper]() Recorded evaluation configuration: {"Data source":"generated"}. This record does not assert independent reproduction. ### Flashback Top-5 Accuracy: 74.9. Result ID: 6a4cd99c60b88bb339caedb8. [Reporting paper]() Recorded evaluation configuration: {"Data source":"generated"}. This record does not assert independent reproduction. ### Dijkstra Top-5 Accuracy: 74.6. Result ID: 6a4cd99c60b88bb339caed9c. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### Markov Top-5 Accuracy: 74.5. Result ID: 6a4cd99c60b88bb339caed9b. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### TS-TrajGen Top-5 Accuracy: 74.3. Result ID: 6a4cd99c60b88bb339caeda1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### STEGA Top-5 Accuracy: 73.6. Result ID: 6a4cd99c60b88bb339caeda0. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### SeqGAN Top-5 Accuracy: 71.3. Result ID: 6a4cd99c60b88bb339caed9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### MoveSim Top-5 Accuracy: 66.2. Result ID: 6a4cd99c60b88bb339caed9e. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### CORE Top-5 Accuracy: 26.47. Result ID: 6a44b8e773d097d845bdc500. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Path-LLM Top-5 Accuracy: 22.94. Result ID: 6a44b8e773d097d845bdc4fd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREEN Top-5 Accuracy: 22.85. Result ID: 6a44b8e773d097d845bdc4ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajMamba Top-5 Accuracy: 22.56. Result ID: 6a44b8e773d097d845bdc4fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajGen Top-5 Accuracy: 22.4. Result ID: 6a4cd99c60b88bb339caed9f. [Reporting paper]() Recorded evaluation configuration: {"Predictor":"DeepMove"}. This record does not assert independent reproduction. ### TRACK Top-5 Accuracy: 21.98. Result ID: 6a44b8e773d097d845bdc4fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajCogn Top-5 Accuracy: 21.84. Result ID: 6a44b8e773d097d845bdc4fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JGRM Top-5 Accuracy: 21.8. Result ID: 6a44b8e773d097d845bdc4fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### START Top-5 Accuracy: 21.53. Result ID: 6a44b8e773d097d845bdc4f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNR Top-5 Accuracy: 20.19. Result ID: 6a44b8e773d097d845bdc4f4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JCLRNT Top-5 Accuracy: 18.79. Result ID: 6a44b8e773d097d845bdc4f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DyToast Top-5 Accuracy: 18.46. Result ID: 6a44b8e773d097d845bdc4f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Toast Top-5 Accuracy: 18.09. Result ID: 6a44b8e773d097d845bdc4f5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIM Top-5 Accuracy: 16.14. Result ID: 6a44b8e773d097d845bdc4f6. [Reporting paper]() [Method origin 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.