# Next POI Prediction on TKY (ACC@1) Source: [Next POI Prediction on TKY (ACC@1)]() Collection index: [llms.txt]() Data updated: 2026-04-09T20:57:51.375Z Evaluation of Next Point-of-Interest (POI) Prediction performance on the TKY dataset, specifically reporting the Accuracy at rank 1 (ACC@1). 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 | Next POI Prediction | | Dataset (including any stated split) | TKY | | Metric | ACC@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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@1](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACC@1 | Result date | Report paper | | --- | --- | --- | --- | | Time+User | 30.47 | Not recorded | 69d732637d0172140ec76963 | | LLM4POI | 30.35 | Not recorded | 69d732637d0172140ec76963 | | Jaccard+User | 30.06 | Not recorded | 69d732637d0172140ec76963 | | DTW+User | 29.69 | Not recorded | 69d732637d0172140ec76963 | | LCS+User | 29.6 | Not recorded | 69d732637d0172140ec76963 | | STHGCN | 29.5 | Not recorded | 69d732637d0172140ec76963 | | Jaccard+User | 29.35 | Not recorded | 69d732637d0172140ec76963 | | LCS+User | 29.31 | Not recorded | 69d732637d0172140ec76963 | | Time+User | 29.04 | Not recorded | 69d732637d0172140ec76963 | | DTW+User | 27.86 | Not recorded | 69d732637d0172140ec76963 | | LCS+User | 26.81 | Not recorded | 69d732637d0172140ec76963 | | LLM-Mob | 26.71 | Not recorded | 69d732637d0172140ec76963 | | Jaccard+User | 26.61 | Not recorded | 69d732637d0172140ec76963 | | Time+User | 26.12 | Not recorded | 69d732637d0172140ec76963 | | LLM-Mob | 25.99 | Not recorded | 69d732637d0172140ec76963 | | DTW+User | 25.17 | Not recorded | 69d732637d0172140ec76963 | | GETNext | 22.54 | Not recorded | 69d732637d0172140ec76963 | | LLM-Mob | 22.12 | Not recorded | 69d732637d0172140ec76963 | ### Time+User ACC@1: 30.47. Result ID: 69d8115a47f34ce924bfa7be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"30"}. This record does not assert independent reproduction. ### LLM4POI ACC@1: 30.35. Result ID: 69d8115a47f34ce924bfa7c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Fine-tuned"}. This record does not assert independent reproduction. ### Jaccard+User ACC@1: 30.06. Result ID: 69d8115a47f34ce924bfa7b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"30"}. This record does not assert independent reproduction. ### DTW+User ACC@1: 29.69. Result ID: 69d8115a47f34ce924bfa7b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"30"}. This record does not assert independent reproduction. ### LCS+User ACC@1: 29.6. Result ID: 69d8115a47f34ce924bfa7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"30"}. This record does not assert independent reproduction. ### STHGCN ACC@1: 29.5. Result ID: 69d8115a47f34ce924bfa7c3. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Fine-tuned"}. This record does not assert independent reproduction. ### Jaccard+User ACC@1: 29.35. Result ID: 69d8115a47f34ce924bfa7b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"15"}. This record does not assert independent reproduction. ### LCS+User ACC@1: 29.31. Result ID: 69d8115a47f34ce924bfa7ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"15"}. This record does not assert independent reproduction. ### Time+User ACC@1: 29.04. Result ID: 69d8115a47f34ce924bfa7bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"15"}. This record does not assert independent reproduction. ### DTW+User ACC@1: 27.86. Result ID: 69d8115a47f34ce924bfa7b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"15"}. This record does not assert independent reproduction. ### LCS+User ACC@1: 26.81. Result ID: 69d8115a47f34ce924bfa7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"5"}. This record does not assert independent reproduction. ### LLM-Mob ACC@1: 26.71. Result ID: 69d8115a47f34ce924bfa7c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"30"}. This record does not assert independent reproduction. ### Jaccard+User ACC@1: 26.61. Result ID: 69d8115a47f34ce924bfa7b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"5"}. This record does not assert independent reproduction. ### Time+User ACC@1: 26.12. Result ID: 69d8115a47f34ce924bfa7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"5"}. This record does not assert independent reproduction. ### LLM-Mob ACC@1: 25.99. Result ID: 69d8115a47f34ce924bfa7c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"15"}. This record does not assert independent reproduction. ### DTW+User ACC@1: 25.17. Result ID: 69d8115a47f34ce924bfa7b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"5"}. This record does not assert independent reproduction. ### GETNext ACC@1: 22.54. Result ID: 69d8115a47f34ce924bfa7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Fine-tuned"}. This record does not assert independent reproduction. ### LLM-Mob ACC@1: 22.12. Result ID: 69d8115a47f34ce924bfa7bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o","Number of demonstrations":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.