# Model Interpretation on ImageNet 1000 random images

Source: [Model Interpretation on ImageNet 1000 random images](<https://www.sota2.com/research/sota/model-interpretation-on-imagenet-1000-random-images>)

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

Data updated: 2026-02-26T05:38:02.288Z

Evaluation of model interpretation methods applied to a specific random subset of 1000 images from the ImageNet dataset, measured using the C3 truthful gap metric.

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 | Model Interpretation |
| Dataset (including any stated split) | ImageNet 1000 random images |
| Metric | C3 Truthful Gap |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [C3 Truthful Gap](<https://www.sota2.com/research/sota/model-interpretation-on-imagenet-1000-random-images.md?metric=C3%20Truthful%20Gap>): Lower is better; unit: SCALAR.

## Recorded results

| Method | C3 Truthful Gap | Result date | Report paper |
| --- | --- | --- | --- |
| Harmonica | 0.246 | Not recorded | 68fa70e81e209131cea4de0e |
| Faith-Shap | 0.43 | Not recorded | 68fa70e81e209131cea4de0e |
| Shapley Taylor | 0.474 | Not recorded | 68fa70e81e209131cea4de0e |
| Harmonica | 0.66 | Not recorded | 68fa70e81e209131cea4de0e |
| LIME | 0.738 | Not recorded | 68fa70e81e209131cea4de0e |
| Integrated Gradients | 1.848 | Not recorded | 68fa70e81e209131cea4de0e |
| SHAP | 2.023 | Not recorded | 68fa70e81e209131cea4de0e |
| Integrated Hessians | 175.368 | Not recorded | 68fa70e81e209131cea4de0e |

### Harmonica

C3 Truthful Gap: 0.246. Result ID: 699160263a6c31484907ba06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Implementation](<https://github.com/trusty-ai/efficient-consistent-explanations>)

Recorded evaluation configuration: {"Order":"3rd"}. This record does not assert independent reproduction.

### Faith-Shap

C3 Truthful Gap: 0.43. Result ID: 699160263a6c31484907ba0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea42435.md>)

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

### Shapley Taylor

C3 Truthful Gap: 0.474. Result ID: 699160263a6c31484907ba0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ff1e209131cea1398a.md>)

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

### Harmonica

C3 Truthful Gap: 0.66. Result ID: 699160263a6c31484907ba05.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Implementation](<https://github.com/trusty-ai/efficient-consistent-explanations>)

Recorded evaluation configuration: {"Order":"2nd"}. This record does not assert independent reproduction.

### LIME

C3 Truthful Gap: 0.738. Result ID: 699160263a6c31484907ba07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a11e209131ce9fa620.md>)

[Implementation](<https://github.com/marcotcr/lime-experiments>)

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

### Integrated Gradients

C3 Truthful Gap: 1.848. Result ID: 699160263a6c31484907ba09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63661e209131ce9fe6bd.md>)

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

### SHAP

C3 Truthful Gap: 2.023. Result ID: 699160263a6c31484907ba08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63d01e209131cea00e17.md>)

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

### Integrated Hessians

C3 Truthful Gap: 175.368. Result ID: 699160263a6c31484907ba0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70e81e209131cea4de0e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d61e209131cea18ced.md>)

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

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