# Destination Prediction on Chengdu

Source: [Destination Prediction on Chengdu](<https://www.sota2.com/research/sota/destination-prediction-on-chengdu>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-07-01T06:51:19.673Z

Evaluation of destination prediction models using the Chengdu 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) | Chengdu |
| 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](<https://www.sota2.com/research/sota/destination-prediction-on-chengdu.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-5 Accuracy](<https://www.sota2.com/research/sota/destination-prediction-on-chengdu.md?metric=Top-5%20Accuracy>): Higher is better; unit: PERCENT.

- [Top-10 Accuracy](<https://www.sota2.com/research/sota/destination-prediction-on-chengdu.md?metric=Top-10%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CORE | 42.96 | Not recorded | 68fa7c291e209131cea8cc7a |
| Path-LLM | 41.75 | Not recorded | 68fa7c291e209131cea8cc7a |
| HRNR | 41.68 | Not recorded | 68fa7c291e209131cea8cc7a |
| TrajMamba | 41.61 | Not recorded | 68fa7c291e209131cea8cc7a |
| TRACK | 41.59 | Not recorded | 68fa7c291e209131cea8cc7a |
| JGRM | 41.5 | Not recorded | 68fa7c291e209131cea8cc7a |
| START | 41.28 | Not recorded | 68fa7c291e209131cea8cc7a |
| TrajCogn | 40.96 | Not recorded | 68fa7c291e209131cea8cc7a |
| PIM | 40.73 | Not recorded | 68fa7c291e209131cea8cc7a |
| JCLRNT | 40.72 | Not recorded | 68fa7c291e209131cea8cc7a |
| GREEN | 40.6 | Not recorded | 68fa7c291e209131cea8cc7a |
| DyToast | 40.07 | Not recorded | 68fa7c291e209131cea8cc7a |
| Toast | 39.54 | Not recorded | 68fa7c291e209131cea8cc7a |

### CORE

Top-1 Accuracy: 42.96. Result ID: 6a44b8e773d097d845bdc50d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Path-LLM

Top-1 Accuracy: 41.75. Result ID: 6a44b8e773d097d845bdc50a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HRNR

Top-1 Accuracy: 41.68. Result ID: 6a44b8e773d097d845bdc501.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TrajMamba

Top-1 Accuracy: 41.61. Result ID: 6a44b8e773d097d845bdc509.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c4e1e209131cea8d764.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TRACK

Top-1 Accuracy: 41.59. Result ID: 6a44b8e773d097d845bdc50b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76f41e209131cea703a3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### JGRM

Top-1 Accuracy: 41.5. Result ID: 6a44b8e773d097d845bdc507.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725e1e209131cea55fd4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### START

Top-1 Accuracy: 41.28. Result ID: 6a44b8e773d097d845bdc506.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72771e209131cea568b9.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TrajCogn

Top-1 Accuracy: 40.96. Result ID: 6a44b8e773d097d845bdc508.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746e1e209131cea61b3f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PIM

Top-1 Accuracy: 40.73. Result ID: 6a44b8e773d097d845bdc503.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a281e209131cea266c5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### JCLRNT

Top-1 Accuracy: 40.72. Result ID: 6a44b8e773d097d845bdc505.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e911e209131cea40aee.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GREEN

Top-1 Accuracy: 40.6. Result ID: 6a44b8e773d097d845bdc50c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75dd1e209131cea6a550.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DyToast

Top-1 Accuracy: 40.07. Result ID: 6a44b8e773d097d845bdc504.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72971e209131cea57621.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Toast

Top-1 Accuracy: 39.54. Result ID: 6a44b8e773d097d845bdc502.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc7a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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