# Lithology Classification on Daqing Oilfield dataset private (blind test well) Source: [Lithology Classification on Daqing Oilfield dataset private (blind test well)]() Collection index: [llms.txt]() Data updated: 2026-03-11T07:17:32.202Z Evaluation of Lithology Classification performance on the private blind test well subset of the Daqing Oilfield 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) | Daqing Oilfield dataset private (blind test well) | | 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](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Kappa](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GIAT | 95.4 | Not recorded | 69b0f6fc2d603e6de3e45ce9 | | DRSN-GAF | 88.9 | Not recorded | 69b0f6fc2d603e6de3e45ce9 | | ReFormer | 84.1 | Not recorded | 69b0f6fc2d603e6de3e45ce9 | | Transformer | 81.5 | Not recorded | 69b0f6fc2d603e6de3e45ce9 | | ResGAT | 79.1 | Not recorded | 69b0f6fc2d603e6de3e45ce9 | | BiLSTM | 76.8 | Not recorded | 69b0f6fc2d603e6de3e45ce9 | ### GIAT Accuracy: 95.4. Result ID: 69b116f06dbb7075b95b0d8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRSN-GAF Accuracy: 88.9. Result ID: 69b116f06dbb7075b95b0d8d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ReFormer Accuracy: 84.1. Result ID: 69b116f06dbb7075b95b0d8c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer Accuracy: 81.5. Result ID: 69b116f06dbb7075b95b0d8b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ResGAT Accuracy: 79.1. Result ID: 69b116f06dbb7075b95b0d8a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BiLSTM Accuracy: 76.8. Result ID: 69b116f06dbb7075b95b0d89. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.