# Multi-Domain Continual Learning on MDCII Order-I Average Source: [Multi-Domain Continual Learning on MDCII Order-I Average]() Collection index: [llms.txt]() Data updated: 2026-05-26T12:01:58.017Z Evaluation of model performance using Multi-Domain Continual Learning methodology on the MDCII Order-I Average benchmark, reporting Transfer, Average, and Last metrics. 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 | Multi-Domain Continual Learning | | Dataset (including any stated split) | MDCII Order-I Average | | Metric | Transfer Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Transfer Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Last Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Transfer Score | Result date | Report paper | | --- | --- | --- | --- | | CMAP | 73.6 | Not recorded | 6a15294bdbd7150506f7e1d8 | | IAP | 69.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | MoE-Adapter | 68.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | ZSCL | 68.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DIKI | 67.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF | 58.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF-VR | 57.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | L2P | 53.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DualPrompt | 52.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | WiSE-FT | 52.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | S-Prompts | 52.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | iCaRL | 50.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | Continual-FT | 44.6 | Not recorded | 6a15294bdbd7150506f7e1d8 | ### CMAP Transfer Score: 73.6. Result ID: 6a158baffbc373592c0e2552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IAP Transfer Score: 69.2. Result ID: 6a158baffbc373592c0e2551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoE-Adapter Transfer Score: 68.9. Result ID: 6a158baffbc373592c0e254f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZSCL Transfer Score: 68.1. Result ID: 6a158baffbc373592c0e254b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIKI Transfer Score: 67.4. Result ID: 6a158baffbc373592c0e2550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Transfer Score: 58.9. Result ID: 6a158baffbc373592c0e2547. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF-VR Transfer Score: 57.2. Result ID: 6a158baffbc373592c0e2549. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2P Transfer Score: 53.2. Result ID: 6a158baffbc373592c0e254c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualPrompt Transfer Score: 52.4. Result ID: 6a158baffbc373592c0e254d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WiSE-FT Transfer Score: 52.3. Result ID: 6a158baffbc373592c0e254a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-Prompts Transfer Score: 52.2. Result ID: 6a158baffbc373592c0e254e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iCaRL Transfer Score: 50.4. Result ID: 6a158baffbc373592c0e2548. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Continual-FT Transfer Score: 44.6. Result ID: 6a158baffbc373592c0e2546. [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.