# Realism assessment on 200-sample

Source: [Realism assessment on 200-sample](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample>)

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

Data updated: 2026-05-28T09:01:57.003Z

Evaluation of realism assessment on the 200-sample dataset, measuring perceptual dimensions (Visual integration, Layout plausibility, Semantic consistency, Detectability) and inter-rater reliability.

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 | Realism assessment |
| Dataset (including any stated split) | 200-sample |
| Metric | Visual Integration |
| Unit | SCALAR |
| Direction | Higher 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

- [Visual Integration](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Visual%20Integration>): Higher is better; unit: SCALAR.

- [Layout Plausibility](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Layout%20Plausibility>): Higher is better; unit: SCALAR.

- [Semantic Consistency](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Semantic%20Consistency>): Higher is better; unit: SCALAR.

- [Detectability](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Detectability>): Higher is better; unit: SCALAR.

- [Overall Score](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Overall%20Score>): Higher is better; unit: SCALAR.

- [Krippendorff's Alpha](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Krippendorff%27s%20Alpha>): Higher is better; unit: SCALAR.

- [Spearman Rho (Human-LLM)](<https://www.sota2.com/research/sota/realism-assessment-on-200-sample.md?metric=Spearman%20Rho%20(Human-LLM)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Visual Integration | Result date | Report paper |
| --- | --- | --- | --- |
| MIRAGE | 3.06 | Not recorded | 6a17cc01dbd7150506f8123a |
| AgentHazard | 2.59 | Not recorded | 6a17cc01dbd7150506f8123a |

### MIRAGE

Visual Integration: 3.06. Result ID: 6a18032ffbc373592c11e241.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc01dbd7150506f8123a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc01dbd7150506f8123a.md>)

Recorded evaluation configuration: {"evaluation\_type":"Human (mean of 3 raters; 1–5)"}. This record does not assert independent reproduction.

### AgentHazard

Visual Integration: 2.59. Result ID: 6a18032ffbc373592c11e242.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc01dbd7150506f8123a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d51e209131cea7f988.md>)

[Implementation](<https://github.com/Zsbyqx20/AgentHazard>)

Recorded evaluation configuration: {"evaluation\_type":"Human (mean of 3 raters; 1–5)"}. This record does not assert independent reproduction.

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