# Lithology Classification on Kansas cross-well public (test)

Source: [Lithology Classification on Kansas cross-well public (test)](<https://www.sota2.com/research/sota/lithology-classification-on-kansas-cross-well-public-test>)

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

Data updated: 2026-03-11T07:17:32.176Z

Evaluation of Lithology Classification performance on the test split of the Kansas cross-well public dataset, reporting Accuracy, Precision, Recall, and Kappa.

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 Classification |
| Dataset (including any stated split) | Kansas cross-well public (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/lithology-classification-on-kansas-cross-well-public-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/lithology-classification-on-kansas-cross-well-public-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/lithology-classification-on-kansas-cross-well-public-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Kappa](<https://www.sota2.com/research/sota/lithology-classification-on-kansas-cross-well-public-test.md?metric=Kappa>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GIAT | 94.7 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| DRSN-GAF | 90.8 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| ReFormer | 86.2 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| Transformer | 83.8 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| ResGAT | 81.7 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |
| BiLSTM | 79.3 | Not recorded | 69b0f6fc2d603e6de3e45ce9 |

### GIAT

Accuracy: 94.7. Result ID: 69b116f06dbb7075b95b0d88.

[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.

### DRSN-GAF

Accuracy: 90.8. Result ID: 69b116f06dbb7075b95b0d87.

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

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

### ReFormer

Accuracy: 86.2. Result ID: 69b116f06dbb7075b95b0d86.

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

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

### Transformer

Accuracy: 83.8. Result ID: 69b116f06dbb7075b95b0d85.

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

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

### ResGAT

Accuracy: 81.7. Result ID: 69b116f06dbb7075b95b0d84.

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

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

### BiLSTM

Accuracy: 79.3. Result ID: 69b116f06dbb7075b95b0d83.

[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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