# Model Merging Efficiency on rMD17 Source: [Model Merging Efficiency on rMD17]() Collection index: [llms.txt]() Data updated: 2026-06-04T08:35:38.739Z Evaluation of Model Merging Efficiency on the rMD17 dataset, reporting the time taken for the merging operation. 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 | Model Merging Efficiency | | Dataset (including any stated split) | rMD17 | | Metric | Merging Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Merging Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Merging Time (s) | Result date | Report paper | | --- | --- | --- | --- | | Wt Avg | 154.79 | Not recorded | 6a210660c10484bac23efee0 | | GFFMerge | 161.47 | Not recorded | 6a210660c10484bac23efee0 | | Wt Avg | 180.2 | Not recorded | 6a210660c10484bac23efee0 | | GFFMerge | 188.08 | Not recorded | 6a210660c10484bac23efee0 | | EMR | 208.1 | Not recorded | 6a210660c10484bac23efee0 | | Fisher | 224.52 | Not recorded | 6a210660c10484bac23efee0 | | EMR | 226.13 | Not recorded | 6a210660c10484bac23efee0 | | Fisher | 246.36 | Not recorded | 6a210660c10484bac23efee0 | | TIES | 319.5 | Not recorded | 6a210660c10484bac23efee0 | | TIES | 335.19 | Not recorded | 6a210660c10484bac23efee0 | | Wt Avg | 444.09 | Not recorded | 6a210660c10484bac23efee0 | | GFFMerge | 455.13 | Not recorded | 6a210660c10484bac23efee0 | | EMR | 491.15 | Not recorded | 6a210660c10484bac23efee0 | | Fisher | 528.47 | Not recorded | 6a210660c10484bac23efee0 | | TIES | 644.88 | Not recorded | 6a210660c10484bac23efee0 | | Joint FT | 1396.37 | Not recorded | 6a210660c10484bac23efee0 | | Joint FT | 1468.7 | Not recorded | 6a210660c10484bac23efee0 | | Joint FT | 2969.44 | Not recorded | 6a210660c10484bac23efee0 | ### Wt Avg Merging Time (s): 154.79. Result ID: 6a2138d4fbc373592c1cbeda. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Aspirin + Uracil","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### GFFMerge Merging Time (s): 161.47. Result ID: 6a2138d4fbc373592c1cbede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"Aspirin + Uracil","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Wt Avg Merging Time (s): 180.2. Result ID: 6a2138d4fbc373592c1cbee0. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Ethanol + Malonaldehyde + Aspirin","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### GFFMerge Merging Time (s): 188.08. Result ID: 6a2138d4fbc373592c1cbee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"Ethanol + Malonaldehyde + Aspirin","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### EMR Merging Time (s): 208.1. Result ID: 6a2138d4fbc373592c1cbedd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"Aspirin + Uracil","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Fisher Merging Time (s): 224.52. Result ID: 6a2138d4fbc373592c1cbedb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"Aspirin + Uracil","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### EMR Merging Time (s): 226.13. Result ID: 6a2138d4fbc373592c1cbee3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"Ethanol + Malonaldehyde + Aspirin","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Fisher Merging Time (s): 246.36. Result ID: 6a2138d4fbc373592c1cbee1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"Ethanol + Malonaldehyde + Aspirin","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### TIES Merging Time (s): 319.5. Result ID: 6a2138d4fbc373592c1cbedc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"Aspirin + Uracil","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### TIES Merging Time (s): 335.19. Result ID: 6a2138d4fbc373592c1cbee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"Ethanol + Malonaldehyde + Aspirin","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Wt Avg Merging Time (s): 444.09. Result ID: 6a2138d4fbc373592c1cbee6. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"5-Task Mix","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### GFFMerge Merging Time (s): 455.13. Result ID: 6a2138d4fbc373592c1cbeea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"5-Task Mix","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### EMR Merging Time (s): 491.15. Result ID: 6a2138d4fbc373592c1cbee9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"5-Task Mix","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Fisher Merging Time (s): 528.47. Result ID: 6a2138d4fbc373592c1cbee7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scenario":"5-Task Mix","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### TIES Merging Time (s): 644.88. Result ID: 6a2138d4fbc373592c1cbee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scenario":"5-Task Mix","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Joint FT Merging Time (s): 1396.37. Result ID: 6a2138d4fbc373592c1cbee5. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Ethanol + Malonaldehyde + Aspirin","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Joint FT Merging Time (s): 1468.7. Result ID: 6a2138d4fbc373592c1cbedf. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"Aspirin + Uracil","Model Architecture":"Orb"}. This record does not assert independent reproduction. ### Joint FT Merging Time (s): 2969.44. Result ID: 6a2138d4fbc373592c1cbeeb. [Reporting paper]() Recorded evaluation configuration: {"Scenario":"5-Task Mix","Model Architecture":"Orb"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.