# Proactive Assistance on VirtualHome v2.2.4 (Apartments #3 and #6) Source: [Proactive Assistance on VirtualHome v2.2.4 (Apartments #3 and #6)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:25:34.959Z Evaluation of proactive assistance capabilities within specific configurations (Apartments #3 and #6) of the VirtualHome v2.2.4 environment, measured by efficiency metrics like Average Steps and Speedup percentage. 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 | Proactive Assistance | | Dataset (including any stated split) | VirtualHome v2.2.4 (Apartments #3 and #6) | | Metric | Speedup (%) | | Unit | PERCENT | | Direction | Higher 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 - [Speedup (%)](): Higher is better; unit: PERCENT. - [Average Steps](): Lower is better; unit: SCALAR. ## Recorded results | Method | Speedup (%) | Result date | Report paper | | --- | --- | --- | --- | | Gemini-3-Flash | 38.41 | Not recorded | 6a1e6372dbd7150506f85103 | | MindZero | 37.5 | Not recorded | 6a1e6372dbd7150506f85103 | | Gemini-3-Flash | 26.1 | Not recorded | 6a1e6372dbd7150506f85103 | | Qwen3-4B | 23.67 | Not recorded | 6a1e6372dbd7150506f85103 | | Gemini-3-Flash | 23.4 | Not recorded | 6a1e6372dbd7150506f85103 | | Gemini-3-Flash | 21.55 | Not recorded | 6a1e6372dbd7150506f85103 | | MindZero | 19.7 | Not recorded | 6a1e6372dbd7150506f85103 | | MindZero | 18.28 | Not recorded | 6a1e6372dbd7150506f85103 | | MindZero | 15.45 | Not recorded | 6a1e6372dbd7150506f85103 | | Qwen3-4B | 9.23 | Not recorded | 6a1e6372dbd7150506f85103 | | Qwen3-4B | 9 | Not recorded | 6a1e6372dbd7150506f85103 | | MindZero | 7.63 | Not recorded | 6a1e6372dbd7150506f85103 | | Gemini-3-Flash | 7.58 | Not recorded | 6a1e6372dbd7150506f85103 | | Gemini-3-Flash | 6.4 | Not recorded | 6a1e6372dbd7150506f85103 | | MindZero | 6.3 | Not recorded | 6a1e6372dbd7150506f85103 | | Qwen3-4B | 2.62 | Not recorded | 6a1e6372dbd7150506f85103 | | Qwen3-4B | -3.92 | Not recorded | 6a1e6372dbd7150506f85103 | | Qwen3-4B | -18.5 | Not recorded | 6a1e6372dbd7150506f85103 | ### Gemini-3-Flash Speedup (%): 38.41. Result ID: 6a1e8525fbc373592c183c2f. [Reporting paper]() Recorded evaluation configuration: {"Task ID":"3"}. This record does not assert independent reproduction. ### MindZero Speedup (%): 37.5. Result ID: 6a1e8525fbc373592c183c2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task ID":"3","Base Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### Gemini-3-Flash Speedup (%): 26.1. Result ID: 6a1e8525fbc373592c183c3b. [Reporting paper]() Recorded evaluation configuration: {"Task ID":"13"}. This record does not assert independent reproduction. ### Qwen3-4B Speedup (%): 23.67. Result ID: 6a1e8525fbc373592c183c2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task ID":"3"}. This record does not assert independent reproduction. ### Gemini-3-Flash Speedup (%): 23.4. Result ID: 6a1e8525fbc373592c183c3f. [Reporting paper]() Recorded evaluation configuration: {"Task ID":"Average"}. This record does not assert independent reproduction. ### Gemini-3-Flash Speedup (%): 21.55. Result ID: 6a1e8525fbc373592c183c33. [Reporting paper]() Recorded evaluation configuration: {"Task ID":"5"}. This record does not assert independent reproduction. ### MindZero Speedup (%): 19.7. Result ID: 6a1e8525fbc373592c183c3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task ID":"Average","Base Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### MindZero Speedup (%): 18.28. Result ID: 6a1e8525fbc373592c183c3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task ID":"13","Base Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### MindZero Speedup (%): 15.45. Result ID: 6a1e8525fbc373592c183c36. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task ID":"8","Base Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### Qwen3-4B Speedup (%): 9.23. Result ID: 6a1e8525fbc373592c183c35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task ID":"8"}. This record does not assert independent reproduction. ### Qwen3-4B Speedup (%): 9. Result ID: 6a1e8525fbc373592c183c40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task ID":"Standard Error"}. This record does not assert independent reproduction. ### MindZero Speedup (%): 7.63. Result ID: 6a1e8525fbc373592c183c32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task ID":"5","Base Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### Gemini-3-Flash Speedup (%): 7.58. Result ID: 6a1e8525fbc373592c183c37. [Reporting paper]() Recorded evaluation configuration: {"Task ID":"8"}. This record does not assert independent reproduction. ### Gemini-3-Flash Speedup (%): 6.4. Result ID: 6a1e8525fbc373592c183c42. [Reporting paper]() Recorded evaluation configuration: {"Task ID":"Standard Error"}. This record does not assert independent reproduction. ### MindZero Speedup (%): 6.3. Result ID: 6a1e8525fbc373592c183c41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task ID":"Standard Error","Base Model":"Qwen3-4B"}. This record does not assert independent reproduction. ### Qwen3-4B Speedup (%): 2.62. Result ID: 6a1e8525fbc373592c183c3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task ID":"Average"}. This record does not assert independent reproduction. ### Qwen3-4B Speedup (%): -3.92. Result ID: 6a1e8525fbc373592c183c39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task ID":"13"}. This record does not assert independent reproduction. ### Qwen3-4B Speedup (%): -18.5. Result ID: 6a1e8525fbc373592c183c31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task ID":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.