# Destination Prediction on Xi'an Source: [Destination Prediction on Xi'an]() Collection index: [llms.txt]() Data updated: 2026-07-01T06:51:19.716Z Evaluation of models performing Destination Prediction using the Xi'an dataset, 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) | Xi’an | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [Top-10 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CORE | 36.31 | Not recorded | 68fa7c291e209131cea8cc7a | | GREEN | 35.5 | Not recorded | 68fa7c291e209131cea8cc7a | | JGRM | 35.12 | Not recorded | 68fa7c291e209131cea8cc7a | | HRNR | 35.11 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajMamba | 35.09 | Not recorded | 68fa7c291e209131cea8cc7a | | Path-LLM | 35.03 | Not recorded | 68fa7c291e209131cea8cc7a | | TRACK | 35.03 | Not recorded | 68fa7c291e209131cea8cc7a | | START | 34.99 | Not recorded | 68fa7c291e209131cea8cc7a | | JCLRNT | 34.3 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajCogn | 34.3 | Not recorded | 68fa7c291e209131cea8cc7a | | PIM | 33.96 | Not recorded | 68fa7c291e209131cea8cc7a | | DyToast | 33.04 | Not recorded | 68fa7c291e209131cea8cc7a | | Toast | 32.6 | Not recorded | 68fa7c291e209131cea8cc7a | ### CORE Top-1 Accuracy: 36.31. Result ID: 6a44b8e773d097d845bdc51a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREEN Top-1 Accuracy: 35.5. Result ID: 6a44b8e773d097d845bdc519. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JGRM Top-1 Accuracy: 35.12. Result ID: 6a44b8e773d097d845bdc514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNR Top-1 Accuracy: 35.11. Result ID: 6a44b8e773d097d845bdc50e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajMamba Top-1 Accuracy: 35.09. Result ID: 6a44b8e773d097d845bdc516. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Path-LLM Top-1 Accuracy: 35.03. Result ID: 6a44b8e773d097d845bdc517. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACK Top-1 Accuracy: 35.03. Result ID: 6a44b8e773d097d845bdc518. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### START Top-1 Accuracy: 34.99. Result ID: 6a44b8e773d097d845bdc513. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JCLRNT Top-1 Accuracy: 34.3. Result ID: 6a44b8e773d097d845bdc512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajCogn Top-1 Accuracy: 34.3. Result ID: 6a44b8e773d097d845bdc515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIM Top-1 Accuracy: 33.96. Result ID: 6a44b8e773d097d845bdc510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DyToast Top-1 Accuracy: 33.04. Result ID: 6a44b8e773d097d845bdc511. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Toast Top-1 Accuracy: 32.6. Result ID: 6a44b8e773d097d845bdc50f. [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.