# Lithology interpretation faithfulness on Kansas oilfield dataset

Source: [Lithology interpretation faithfulness on Kansas oilfield dataset](<https://www.sota2.com/research/sota/lithology-interpretation-faithfulness-on-kansas-oilfield-dataset>)

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

Data updated: 2026-03-11T07:17:32.225Z

Evaluation of model faithfulness for lithology interpretation tasks using the Kansas oilfield dataset, typically measured using metrics like PCC and SSIM.

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 | Lithology interpretation faithfulness |
| Dataset (including any stated split) | Kansas oilfield dataset |
| Metric | PCC |
| Unit | SCALAR |
| Direction | Higher 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

- [PCC](<https://www.sota2.com/research/sota/lithology-interpretation-faithfulness-on-kansas-oilfield-dataset.md?metric=PCC>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/lithology-interpretation-faithfulness-on-kansas-oilfield-dataset.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PCC | Result date | Report paper |
| --- | --- | --- | --- |
| GIAT | 0.85 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| ReFormer | 0.71 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| Transformer | 0.58 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| DRSN-GAF | 0.39 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |

### GIAT

PCC: 0.85. Result ID: 69b116f06dbb7075b95b0d92.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45ce9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45ce9.md>)

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

### ReFormer

PCC: 0.71. Result ID: 69b116f06dbb7075b95b0d91.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45ce9.md>)

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

### Transformer

PCC: 0.58. Result ID: 69b116f06dbb7075b95b0d90.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45ce9.md>)

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

### DRSN-GAF

PCC: 0.39. Result ID: 69b116f06dbb7075b95b0d8f.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f6fc2d603e6de3e45ce9.md>)

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

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