# Loneliness Simulation on Loneliness Simulation 200 days, N=30

Source: [Loneliness Simulation on Loneliness Simulation 200 days, N=30](<https://www.sota2.com/research/sota/loneliness-simulation-on-loneliness-simulation-200-days-n-30>)

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

Data updated: 2026-03-25T13:56:39.393Z

Evaluation of model performance in simulating loneliness dynamics over 200 days for N=30 subjects, measured using statistical significance and effect size metrics (Mean Difference, Cohen's d, p-value).

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 | Loneliness Simulation |
| Dataset (including any stated split) | Loneliness Simulation 200 days, N=30 |
| Metric | Mean Difference |
| Unit | SCALAR |
| Direction | Lower 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

- [Mean Difference](<https://www.sota2.com/research/sota/loneliness-simulation-on-loneliness-simulation-200-days-n-30.md?metric=Mean%20Difference>): Lower is better; unit: SCALAR.

- [Improve (%)](<https://www.sota2.com/research/sota/loneliness-simulation-on-loneliness-simulation-200-days-n-30.md?metric=Improve%20(%25)>): Higher is better; unit: PERCENT.

- [Cohen's d](<https://www.sota2.com/research/sota/loneliness-simulation-on-loneliness-simulation-200-days-n-30.md?metric=Cohen%27s%20d>): Higher is better; unit: SCALAR.

- [p-value](<https://www.sota2.com/research/sota/loneliness-simulation-on-loneliness-simulation-200-days-n-30.md?metric=p-value>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Difference | Result date | Report paper |
| --- | --- | --- | --- |
| Closed vs. Black-box | -0.081 | Not recorded | 69c36c3e0636e5bf4afc6664 |
| Closed vs. LLM Mapping | -0.073 | Not recorded | 69c36c3e0636e5bf4afc6664 |
| Closed vs. Fixed | -0.067 | Not recorded | 69c36c3e0636e5bf4afc6664 |
| Black-box vs. Fixed | 0.013 | Not recorded | 69c36c3e0636e5bf4afc6664 |

### Closed vs. Black-box

Mean Difference: -0.081. Result ID: 69c3e84747f34ce924ad8bba.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

Recorded evaluation configuration: {"Comparison":"Closed vs. Black-box"}. This record does not assert independent reproduction.

### Closed vs. LLM Mapping

Mean Difference: -0.073. Result ID: 69c3e84747f34ce924ad8bb9.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

Recorded evaluation configuration: {"Comparison":"Closed vs. LLM Mapping"}. This record does not assert independent reproduction.

### Closed vs. Fixed

Mean Difference: -0.067. Result ID: 69c3e84747f34ce924ad8bbb.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

Recorded evaluation configuration: {"Comparison":"Closed vs. Fixed"}. This record does not assert independent reproduction.

### Black-box vs. Fixed

Mean Difference: 0.013. Result ID: 69c3e84747f34ce924ad8bbc.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c3e0636e5bf4afc6664.md>)

Recorded evaluation configuration: {"Comparison":"Black-box vs. Fixed"}. This record does not assert independent reproduction.

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