# Concept Discovery on Human Survey on ImageNet Expert (n=240)

Source: [Concept Discovery on Human Survey on ImageNet Expert (n=240)](<https://www.sota2.com/research/sota/concept-discovery-on-human-survey-on-imagenet-expert-n-240>)

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

Data updated: 2026-07-07T08:29:41.881Z

Evaluation of concept discovery capabilities using data collected from a human survey involving 240 ImageNet experts, reporting metrics like Exploration Gap (EG) and Odds.

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 | Concept Discovery |
| Dataset (including any stated split) | Human Survey on ImageNet Expert (n=240) |
| Metric | Exploration Gap (EG) |
| Unit | PERCENT |
| 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

- [Exploration Gap (EG)](<https://www.sota2.com/research/sota/concept-discovery-on-human-survey-on-imagenet-expert-n-240.md?metric=Exploration%20Gap%20(EG)>): Higher is better; unit: PERCENT.

- [Odds](<https://www.sota2.com/research/sota/concept-discovery-on-human-survey-on-imagenet-expert-n-240.md?metric=Odds>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Exploration Gap (EG) | Result date | Report paper |
| --- | --- | --- | --- |
| RLPO | 65.45 | Not recorded | 68fa79271e209131cea7c4bc |
| Retrieval | 10.45 | Not recorded | 68fa79271e209131cea7c4bc |

### RLPO

Exploration Gap (EG): 65.45. Result ID: 6a4cb8db60b88bb339c8891b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79271e209131cea7c4bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79271e209131cea7c4bc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Retrieval

Exploration Gap (EG): 10.45. Result ID: 6a4cb8db60b88bb339c8891c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79271e209131cea7c4bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e857.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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