# Interatomic Potential Modeling on Ta-V-Cr-W Deformed Structures (Overall) 1.0 Source: [Interatomic Potential Modeling on Ta-V-Cr-W Deformed Structures (Overall) 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:03.571Z Evaluation of interatomic potential models using energy RMSE, inference time, and memory consumption on the Ta-V-Cr-W Deformed Structures dataset. 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 | Interatomic Potential Modeling | | Dataset (including any stated split) | Ta-V-Cr-W Deformed Structures (Overall) 1.0 | | Metric | Energy RMSE (meV/atom) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Energy RMSE (meV/atom)](): Lower is better; unit: SCALAR. - [Inference Time (µs/atom)](): Lower is better; unit: TIME. - [Memory Consumption (GB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Energy RMSE (meV/atom) | Result date | Report paper | | --- | --- | --- | --- | | GM-NN | 1.91 | Not recorded | 68fa48621e209131ce92f362 | | ICTPsym | 2.65 | Not recorded | 68fa48621e209131ce92f362 | | MTP | 2.67 | Not recorded | 68fa48621e209131ce92f362 | | ICTPsym | 2.85 | Not recorded | 68fa48621e209131ce92f362 | | ICTPsym | 3.01 | Not recorded | 68fa48621e209131ce92f362 | | ICTPsym | 3.1 | Not recorded | 68fa48621e209131ce92f362 | | MACE | 4.01 | Not recorded | 68fa48621e209131ce92f362 | | MACE | 4.03 | Not recorded | 68fa48621e209131ce92f362 | | MACE | 4.29 | Not recorded | 68fa48621e209131ce92f362 | | EAM | 101.4 | Not recorded | 68fa48621e209131ce92f362 | ### GM-NN Energy RMSE (meV/atom): 1.91. Result ID: 698b9e407a967eddb770132c. [Reporting paper]() Recorded evaluation configuration: {"Batch size":50}. This record does not assert independent reproduction. ### ICTPsym Energy RMSE (meV/atom): 2.65. Result ID: 698b9e407a967eddb7701324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":2,"Batch size":50}. This record does not assert independent reproduction. ### MTP Energy RMSE (meV/atom): 2.67. Result ID: 698b9e407a967eddb770132b. [Reporting paper]() Recorded evaluation configuration: {"Batch size":50}. This record does not assert independent reproduction. ### ICTPsym Energy RMSE (meV/atom): 2.85. Result ID: 698b9e407a967eddb770132a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"V":2,"Batch size":50}. This record does not assert independent reproduction. ### ICTPsym Energy RMSE (meV/atom): 3.01. Result ID: 698b9e407a967eddb7701325. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":1,"Batch size":50}. This record does not assert independent reproduction. ### ICTPsym Energy RMSE (meV/atom): 3.1. Result ID: 698b9e407a967eddb7701326. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"L":0,"Batch size":50}. This record does not assert independent reproduction. ### MACE Energy RMSE (meV/atom): 4.01. Result ID: 698b9e407a967eddb7701328. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"L":1,"Batch size":50}. This record does not assert independent reproduction. ### MACE Energy RMSE (meV/atom): 4.03. Result ID: 698b9e407a967eddb7701327. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"L":2,"Batch size":50}. This record does not assert independent reproduction. ### MACE Energy RMSE (meV/atom): 4.29. Result ID: 698b9e407a967eddb7701329. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"L":0,"Batch size":50}. This record does not assert independent reproduction. ### EAM Energy RMSE (meV/atom): 101.4. Result ID: 698b9e407a967eddb770132d. [Reporting paper]() Recorded evaluation configuration: {"Batch size":50}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.