# tool-redundancy on CMA (train)

Source: [tool-redundancy on CMA (train)](<https://www.sota2.com/research/sota/tool-redundancy-on-cma-train>)

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

Data updated: 2026-05-27T08:00:26.262Z

Evaluation of model performance on assessing tool redundancy using the CMA dataset (training split), measured by Kappa (κ).

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 | tool-redundancy |
| Dataset (including any stated split) | CMA (train) |
| Metric | Kappa |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Kappa](<https://www.sota2.com/research/sota/tool-redundancy-on-cma-train.md?metric=Kappa>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Kappa | Result date | Report paper |
| --- | --- | --- | --- |
| SPEAR | 1 | Not recorded | 6a167aa2dbd7150506f8001f |

### SPEAR

Kappa: 1. Result ID: 6a16a34afbc373592c0f8f17.

[Reporting paper](<https://www.sota2.com/research/paper/6a167aa2dbd7150506f8001f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167aa2dbd7150506f8001f.md>)

Recorded evaluation configuration: {"N (best-of-N)":"3, 5","Agent Model":"GPT-5.4"}. This record does not assert independent reproduction.

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