# Intrinsic Concept Extraction on ICBench D1

Source: [Intrinsic Concept Extraction on ICBench D1](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1>)

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

Data updated: 2026-03-13T08:51:49.915Z

Evaluation of Intrinsic Concept Extraction performance on the ICBench D1 dataset, measuring SIMT scores across object, material, and color attributes.

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 | Intrinsic Concept Extraction |
| Dataset (including any stated split) | ICBench D1 |
| Metric | SIMT-T Score (Object) |
| 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

- [SIMT-T Score (Object)](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1.md?metric=SIMT-T%20Score%20(Object)>): Higher is better; unit: PERCENT.

- [SIMT-T Score (Material)](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1.md?metric=SIMT-T%20Score%20(Material)>): Higher is better; unit: PERCENT.

- [SIMT-T Score (Color)](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1.md?metric=SIMT-T%20Score%20(Color)>): Higher is better; unit: PERCENT.

- [SIMT-V Score (Object)](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1.md?metric=SIMT-V%20Score%20(Object)>): Higher is better; unit: PERCENT.

- [SIMT-V Score (Material)](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1.md?metric=SIMT-V%20Score%20(Material)>): Higher is better; unit: PERCENT.

- [SIMT-V Score (Color)](<https://www.sota2.com/research/sota/intrinsic-concept-extraction-on-icbench-d1.md?metric=SIMT-V%20Score%20(Color)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SIMT-T Score (Object) | Result date | Report paper |
| --- | --- | --- | --- |
| HyperExpress | 28 | Not recorded | 69b39a210636e5bf4afbcb29 |
| ICE | 24.9 | Not recorded | 69b39a210636e5bf4afbcb29 |

### HyperExpress

SIMT-T Score (Object): 28. Result ID: 69b3d01547f34ce9249e0562.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb29.md>)

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

### ICE

SIMT-T Score (Object): 24.9. Result ID: 69b3d01547f34ce9249e0561.

[Reporting paper](<https://www.sota2.com/research/paper/69b39a210636e5bf4afbcb29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78391e209131cea774cf.md>)

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

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