# Joint Order Dispatching and Driver Repositioning (ODDR) on Large-500 (Morning (7:00-10:00))

Source: [Joint Order Dispatching and Driver Repositioning (ODDR) on Large-500 (Morning (7:00-10:00))](<https://www.sota2.com/research/sota/joint-order-dispatching-and-driver-repositioning-oddr-on-large-500-morning-7-00-10-00>)

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

Data updated: 2026-06-12T07:00:54.176Z

Evaluation of Joint Order Dispatching and Driver Repositioning (ODDR) performance on the Large-500 dataset, specifically focusing on the morning time slot (7:00-10:00), measured by GMV and ORR.

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 | Joint Order Dispatching and Driver Repositioning (ODDR) |
| Dataset (including any stated split) | Large-500 (Morning (7:00-10:00)) |
| Metric | GMV |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [GMV](<https://www.sota2.com/research/sota/joint-order-dispatching-and-driver-repositioning-oddr-on-large-500-morning-7-00-10-00.md?metric=GMV>): Higher is better; unit: SCALAR.

- [ORR](<https://www.sota2.com/research/sota/joint-order-dispatching-and-driver-repositioning-oddr-on-large-500-morning-7-00-10-00.md?metric=ORR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GMV | Result date | Report paper |
| --- | --- | --- | --- |
| JointDR-GPT | 64239.16 | Not recorded | 68fa78eb1e209131cea7b38a |
| GPT-4o | 60230.19 | Not recorded | 68fa78eb1e209131cea7b38a |
| GPT-4o-mini | 58273.41 | Not recorded | 68fa78eb1e209131cea7b38a |
| cA2C | 55539.62 | Not recorded | 68fa78eb1e209131cea7b38a |
| Llama3.1 | 55329.63 | Not recorded | 68fa78eb1e209131cea7b38a |
| GRC | 54683.12 | Not recorded | 68fa78eb1e209131cea7b38a |
| Qwen2.5 | 53273.42 | Not recorded | 68fa78eb1e209131cea7b38a |
| TVal | 52392.15 | Not recorded | 68fa78eb1e209131cea7b38a |
| KM | 50213.96 | Not recorded | 68fa78eb1e209131cea7b38a |
| Llama3.1 | 49923.32 | Not recorded | 68fa78eb1e209131cea7b38a |

### JointDR-GPT

GMV: 64239.16. Result ID: 6a2bae9ffbc373592c298232.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### GPT-4o

GMV: 60230.19. Result ID: 6a2bae9ffbc373592c298231.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### GPT-4o-mini

GMV: 58273.41. Result ID: 6a2bae9ffbc373592c298230.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### cA2C

GMV: 55539.62. Result ID: 6a2bae9ffbc373592c29822b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### Llama3.1

GMV: 55329.63. Result ID: 6a2bae9ffbc373592c29822f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Size":"70B"}. This record does not assert independent reproduction.

### GRC

GMV: 54683.12. Result ID: 6a2bae9ffbc373592c29822c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### Qwen2.5

GMV: 53273.42. Result ID: 6a2bae9ffbc373592c29822e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767e1e209131cea6d6a7.md>)

Recorded evaluation configuration: {"Size":"72B"}. This record does not assert independent reproduction.

### TVal

GMV: 52392.15. Result ID: 6a2bae9ffbc373592c29822a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### KM

GMV: 50213.96. Result ID: 6a2bae9ffbc373592c298229.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

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

### Llama3.1

GMV: 49923.32. Result ID: 6a2bae9ffbc373592c29822d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b38a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d11e209131cea6a028.md>)

[Implementation](<https://github.com/meta-llama/llama-agentic-system>)

Recorded evaluation configuration: {"Size":"8B"}. This record does not assert independent reproduction.

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