# AI-User Interaction Efficiency on User Interaction Study N=50

Source: [AI-User Interaction Efficiency on User Interaction Study N=50](<https://www.sota2.com/research/sota/ai-user-interaction-efficiency-on-user-interaction-study-n-50>)

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

Data updated: 2026-04-01T08:57:35.724Z

Evaluation of AI system efficiency based on user interaction data collected from a study involving 50 participants, measured by the weighted mean number of rounds required and the distribution of users needing few or many rounds.

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 | AI-User Interaction Efficiency |
| Dataset (including any stated split) | User Interaction Study N=50 |
| Metric | Weighted Mean Rounds |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [Weighted Mean Rounds](<https://www.sota2.com/research/sota/ai-user-interaction-efficiency-on-user-interaction-study-n-50.md?metric=Weighted%20Mean%20Rounds>): Lower is better; unit: SCALAR.

- [Users Needing 0-1 Rounds](<https://www.sota2.com/research/sota/ai-user-interaction-efficiency-on-user-interaction-study-n-50.md?metric=Users%20Needing%200-1%20Rounds>): Higher is better; unit: PERCENT.

- [Users Needing 5+ Rounds](<https://www.sota2.com/research/sota/ai-user-interaction-efficiency-on-user-interaction-study-n-50.md?metric=Users%20Needing%205%2B%20Rounds>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Weighted Mean Rounds | Result date | Report paper |
| --- | --- | --- | --- |
| 5W3H | 1.62 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |
| Standard interaction (Without 5W3H) | 4.05 | Not recorded | 69cca6aa0636e5bf4afcbcd1 |

### 5W3H

Weighted Mean Rounds: 1.62. Result ID: 69ccddec47f34ce924b6b409.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"5W3H prompting structure usage":"With"}. This record does not assert independent reproduction.

### Standard interaction (Without 5W3H)

Weighted Mean Rounds: 4.05. Result ID: 69ccddec47f34ce924b6b408.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6aa0636e5bf4afcbcd1.md>)

Recorded evaluation configuration: {"5W3H prompting structure usage":"Without"}. This record does not assert independent reproduction.

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