# Sensor Question Answering on HAR-CoT (test)

Source: [Sensor Question Answering on HAR-CoT (test)](<https://www.sota2.com/research/sota/sensor-question-answering-on-har-cot-test>)

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

Data updated: 2026-03-13T09:09:29.458Z

Evaluation of model performance on the test split of the HAR-CoT dataset for Sensor Question Answering, measured by 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 | Sensor Question Answering |
| Dataset (including any stated split) | HAR-CoT (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/sensor-question-answering-on-har-cot-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SLIP\_SFT | 64.35 | Not recorded | 69b39a290636e5bf4afbcbc4 |
| OpenTSLM-Flamingo | 63.43 | Not recorded | 69b39a290636e5bf4afbcbc4 |
| OpenTSLM-SP | 0.55 | Not recorded | 69b39a290636e5bf4afbcbc4 |

### SLIP\_SFT

Accuracy: 64.35. Result ID: 69b3d43747f34ce9249e2832.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a290636e5bf4afbcbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a290636e5bf4afbcbc4.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-270M","Evaluation Protocol":"Free form generation"}. This record does not assert independent reproduction.

### OpenTSLM-Flamingo

Accuracy: 63.43. Result ID: 69b3d43747f34ce9249e2831.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a290636e5bf4afbcbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a989.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-270M","Evaluation Protocol":"Free form generation"}. This record does not assert independent reproduction.

### OpenTSLM-SP

Accuracy: 0.55. Result ID: 69b3d43747f34ce9249e2830.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a290636e5bf4afbcbc4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bcf1e209131cea8a989.md>)

Recorded evaluation configuration: {"Backbone":"Gemma-3-270M","Evaluation Protocol":"Free form generation"}. This record does not assert independent reproduction.

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