# Joint Order Dispatching and Driver Repositioning (ODDR) on Small-100 (Evening (17:00-20:00))

Source: [Joint Order Dispatching and Driver Repositioning (ODDR) on Small-100 (Evening (17:00-20:00))](<https://www.sota2.com/research/sota/joint-order-dispatching-and-driver-repositioning-oddr-on-small-100-evening-17-00-20-00>)

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

Data updated: 2026-06-12T07:00:53.952Z

Evaluation of Joint Order Dispatching and Driver Repositioning (ODDR) performance on the Small-100 dataset, specifically focusing on the evening time slot (17:00-20:00), 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) | Small-100 (Evening (17:00-20:00)) |
| 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-small-100-evening-17-00-20-00.md?metric=GMV>): Higher is better; unit: SCALAR.

- [ORR](<https://www.sota2.com/research/sota/joint-order-dispatching-and-driver-repositioning-oddr-on-small-100-evening-17-00-20-00.md?metric=ORR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GMV | Result date | Report paper |
| --- | --- | --- | --- |
| JointDR-GPT | 11673.85 | Not recorded | 68fa78eb1e209131cea7b38a |
| GPT-4o | 11460.49 | Not recorded | 68fa78eb1e209131cea7b38a |
| GPT-4o-mini | 10772.16 | Not recorded | 68fa78eb1e209131cea7b38a |
| GRC | 10762.47 | Not recorded | 68fa78eb1e209131cea7b38a |
| Qwen2.5 | 10461.7 | Not recorded | 68fa78eb1e209131cea7b38a |
| Llama3.1 | 10180.62 | Not recorded | 68fa78eb1e209131cea7b38a |
| TVal | 9672.29 | Not recorded | 68fa78eb1e209131cea7b38a |
| KM | 9581.47 | Not recorded | 68fa78eb1e209131cea7b38a |
| cA2C | 9282.85 | Not recorded | 68fa78eb1e209131cea7b38a |
| Llama3.1 | 6673.46 | Not recorded | 68fa78eb1e209131cea7b38a |

### JointDR-GPT

GMV: 11673.85. Result ID: 6a2bae9ffbc373592c2981f6.

[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: 11460.49. Result ID: 6a2bae9ffbc373592c2981f5.

[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: 10772.16. Result ID: 6a2bae9ffbc373592c2981f4.

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

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

### GRC

GMV: 10762.47. Result ID: 6a2bae9ffbc373592c2981f0.

[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: 10461.7. Result ID: 6a2bae9ffbc373592c2981f2.

[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.

### Llama3.1

GMV: 10180.62. Result ID: 6a2bae9ffbc373592c2981f3.

[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.

### TVal

GMV: 9672.29. Result ID: 6a2bae9ffbc373592c2981ee.

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

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

### KM

GMV: 9581.47. Result ID: 6a2bae9ffbc373592c2981ed.

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

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

### cA2C

GMV: 9282.85. Result ID: 6a2bae9ffbc373592c2981ef.

[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: 6673.46. Result ID: 6a2bae9ffbc373592c2981f1.

[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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