# Force and Energy Prediction on MD22 DHA + Stachyose Source: [Force and Energy Prediction on MD22 DHA + Stachyose]() Collection index: [llms.txt]() Data updated: 2026-06-04T08:35:37.620Z Evaluation of model performance on predicting molecular forces (F) and energy (E) using the MD22 DHA and Stachyose combined 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 | Force and Energy Prediction | | Dataset (including any stated split) | MD22 DHA + Stachyose | | Metric | Force MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 22 of 22 | | 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 - [Force MAE](): Lower is better; unit: SCALAR. - [Force](): Lower is better; unit: SCALAR. - [Energy](): Lower is better; unit: SCALAR. - [Energy MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Force MAE | Result date | Report paper | | --- | --- | --- | --- | | Joint FT | 0.91 | Not recorded | 6a210660c10484bac23efee0 | | Joint FT | 0.9121 | Not recorded | 6a210660c10484bac23efee0 | | GFFMERGE | 1.04 | Not recorded | 6a210660c10484bac23efee0 | | GFFMERGE | 1.0412 | Not recorded | 6a210660c10484bac23efee0 | | Joint FT | 1.48 | Not recorded | 6a210660c10484bac23efee0 | | GFFMERGE | 1.7 | Not recorded | 6a210660c10484bac23efee0 | | Wt Averaging | 3.34 | Not recorded | 6a210660c10484bac23efee0 | | TIES | 3.3783 | Not recorded | 6a210660c10484bac23efee0 | | TIES | 3.38 | Not recorded | 6a210660c10484bac23efee0 | | Wt Avg | 3.48 | Not recorded | 6a210660c10484bac23efee0 | | EMR | 3.53 | Not recorded | 6a210660c10484bac23efee0 | | Fisher | 3.69 | Not recorded | 6a210660c10484bac23efee0 | | EMR | 4.0178 | Not recorded | 6a210660c10484bac23efee0 | | EMR | 4.02 | Not recorded | 6a210660c10484bac23efee0 | | Fisher | 4.47 | Not recorded | 6a210660c10484bac23efee0 | | TIES | 4.61 | Not recorded | 6a210660c10484bac23efee0 | ### Joint FT Force MAE: 0.91. Result ID: 6a2138d4fbc373592c1cc007. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Orb","Merging Strategy":"Joint Fine-Tuning"}. This record does not assert independent reproduction. ### Joint FT Force MAE: 0.9121. Result ID: 6a2138d4fbc373592c1cbea5. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"Orb"}. This record does not assert independent reproduction. ### GFFMERGE Force MAE: 1.04. Result ID: 6a2138d4fbc373592c1cc006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Orb","Merging Strategy":"GFFMERGE"}. This record does not assert independent reproduction. ### GFFMERGE Force MAE: 1.0412. Result ID: 6a2138d4fbc373592c1cbea4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Orb"}. This record does not assert independent reproduction. ### Joint FT Force MAE: 1.48. Result ID: 6a2138d5fbc373592c1cc0b9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"M3GNet"}. This record does not assert independent reproduction. ### GFFMERGE Force MAE: 1.7. Result ID: 6a2138d5fbc373592c1cc0b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"M3GNet"}. This record does not assert independent reproduction. ### Wt Averaging Force MAE: 3.34. Result ID: 6a2138d5fbc373592c1cc0b4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"M3GNet"}. This record does not assert independent reproduction. ### TIES Force MAE: 3.3783. Result ID: 6a2138d4fbc373592c1cbea2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"Orb"}. This record does not assert independent reproduction. ### TIES Force MAE: 3.38. Result ID: 6a2138d4fbc373592c1cc004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Orb","Merging Strategy":"TIES"}. This record does not assert independent reproduction. ### Wt Avg Force MAE: 3.48. Result ID: 6a2138d4fbc373592c1cc002. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Orb","Merging Strategy":"Weight Averaging"}. This record does not assert independent reproduction. ### EMR Force MAE: 3.53. Result ID: 6a2138d5fbc373592c1cc0b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"M3GNet"}. This record does not assert independent reproduction. ### Fisher Force MAE: 3.69. Result ID: 6a2138d5fbc373592c1cc0b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"M3GNet"}. This record does not assert independent reproduction. ### EMR Force MAE: 4.0178. Result ID: 6a2138d4fbc373592c1cbea3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"Orb"}. This record does not assert independent reproduction. ### EMR Force MAE: 4.02. Result ID: 6a2138d4fbc373592c1cc005. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Orb","Merging Strategy":"EMR"}. This record does not assert independent reproduction. ### Fisher Force MAE: 4.47. Result ID: 6a2138d4fbc373592c1cc003. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Orb","Merging Strategy":"Fisher"}. This record does not assert independent reproduction. ### TIES Force MAE: 4.61. Result ID: 6a2138d5fbc373592c1cc0b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"M3GNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.