# Joint Order Dispatching and Driver Repositioning (ODDR) on Large-500 (Noon (11:00-14:00))

Source: [Joint Order Dispatching and Driver Repositioning (ODDR) on Large-500 (Noon (11:00-14:00))](<https://www.sota2.com/research/sota/joint-order-dispatching-and-driver-repositioning-oddr-on-large-500-noon-11-00-14-00>)

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

Data updated: 2026-06-12T07:00:54.215Z

Evaluation of Joint Order Dispatching and Driver Repositioning (ODDR) performance on the Large-500 dataset, specifically restricted to the Noon time window (11:00-14:00), reporting 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 (Noon (11:00-14:00)) |
| 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-noon-11-00-14-00.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-noon-11-00-14-00.md?metric=ORR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GMV | Result date | Report paper |
| --- | --- | --- | --- |
| JointDR-GPT | 65029.71 | Not recorded | 68fa78eb1e209131cea7b38a |
| GPT-4o | 63492.28 | Not recorded | 68fa78eb1e209131cea7b38a |
| GPT-4o-mini | 58932.29 | Not recorded | 68fa78eb1e209131cea7b38a |
| GRC | 56894.14 | Not recorded | 68fa78eb1e209131cea7b38a |
| Llama3.1 | 56832.19 | Not recorded | 68fa78eb1e209131cea7b38a |
| cA2C | 55946.11 | Not recorded | 68fa78eb1e209131cea7b38a |
| TVal | 54763.06 | Not recorded | 68fa78eb1e209131cea7b38a |
| Qwen2.5 | 54392.38 | Not recorded | 68fa78eb1e209131cea7b38a |
| KM | 50231.2 | Not recorded | 68fa78eb1e209131cea7b38a |
| Llama3.1 | 49324.6 | Not recorded | 68fa78eb1e209131cea7b38a |

### JointDR-GPT

GMV: 65029.71. Result ID: 6a2bae9ffbc373592c29823c.

[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: 63492.28. Result ID: 6a2bae9ffbc373592c29823b.

[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: 58932.29. Result ID: 6a2bae9ffbc373592c29823a.

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

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

### GRC

GMV: 56894.14. Result ID: 6a2bae9ffbc373592c298236.

[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: 56832.19. Result ID: 6a2bae9ffbc373592c298239.

[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.

### cA2C

GMV: 55946.11. Result ID: 6a2bae9ffbc373592c298235.

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

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

### TVal

GMV: 54763.06. Result ID: 6a2bae9ffbc373592c298234.

[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: 54392.38. Result ID: 6a2bae9ffbc373592c298238.

[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.

### KM

GMV: 50231.2. Result ID: 6a2bae9ffbc373592c298233.

[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: 49324.6. Result ID: 6a2bae9ffbc373592c298237.

[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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