# Motion Question Answering on HuMMan-QA (test)

Source: [Motion Question Answering on HuMMan-QA (test)](<https://www.sota2.com/research/sota/motion-question-answering-on-humman-qa-test>)

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

Data updated: 2026-04-24T08:35:56.924Z

Evaluation of model performance on the test split of the HuMMan-QA dataset for Motion Question Answering tasks, reporting Accuracy.

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 | Motion Question Answering |
| Dataset (including any stated split) | HuMMan-QA (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/motion-question-answering-on-humman-qa-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SMD | 90.1 | Not recorded | 69eaf93b55a3c32af89f8b25 |
| IMoRe | 75.2 | Not recorded | 69eaf93b55a3c32af89f8b25 |
| NSPose | 70.9 | Not recorded | 69eaf93b55a3c32af89f8b25 |
| MotionGPT3-Qwen | 22 | Not recorded | 69eaf93b55a3c32af89f8b25 |

### SMD

Accuracy: 90.1. Result ID: 69eb2b5a47f34ce924d37658.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93b55a3c32af89f8b25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eaf93b55a3c32af89f8b25.md>)

[Implementation](<https://github.com/yaozhang182/motion-smd>)

Recorded evaluation configuration: {"Input":"text","Model":"Qwen2.5-7B"}. This record does not assert independent reproduction.

### IMoRe

Accuracy: 75.2. Result ID: 69eb2b5a47f34ce924d37656.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93b55a3c32af89f8b25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a691e209131cea83095.md>)

Recorded evaluation configuration: {"Input":"joints","Model":"Specialized"}. This record does not assert independent reproduction.

### NSPose

Accuracy: 70.9. Result ID: 69eb2b5a47f34ce924d37655.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93b55a3c32af89f8b25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f511e209131cea44f98.md>)

Recorded evaluation configuration: {"Input":"joints","Model":"Specialized"}. This record does not assert independent reproduction.

### MotionGPT3-Qwen

Accuracy: 22. Result ID: 69eb2b5a47f34ce924d37657.

[Reporting paper](<https://www.sota2.com/research/paper/69eaf93b55a3c32af89f8b25.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c411e209131cea8d2f0.md>)

Recorded evaluation configuration: {"Input":"joints","Model":"Qwen2.5-7B"}. This record does not assert independent reproduction.

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