# Proactive task scheduling on Home Loan (test) Source: [Proactive task scheduling on Home Loan (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:28:44.437Z Evaluation of proactive task scheduling performance on the test split of the Home Loan dataset, measured by metrics including PRI, AC, Max AC, and Fault Trigger Rate. 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 task scheduling | | Dataset (including any stated split) | Home Loan (test) | | Metric | PRI | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [PRI](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Max Accuracy](): Higher is better; unit: PERCENT. - [Performance Difference](): Higher is better; unit: PERCENT. - [Proactive Timing (s)](): Lower is better; unit: TIME. - [Fault Trigger Rate](): Lower is better; unit: PERCENT. - [Ready Action Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | PRI | Result date | Report paper | | --- | --- | --- | --- | | Gemini-2.5-flash | 73.03 | Not recorded | 6a152914dbd7150506f7deaa | | Claude-4 | 72.62 | Not recorded | 6a152914dbd7150506f7deaa | | Claude-4 | 70.39 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-ProActor-Q4 | 62.32 | Not recorded | 6a152914dbd7150506f7deaa | | Gemini-2.5-flash | 61.65 | Not recorded | 6a152914dbd7150506f7deaa | | Gemini-2.5-flash | 60.67 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-ProActor-Q4 | 56.03 | Not recorded | 6a152914dbd7150506f7deaa | | Claude-4 | 54.16 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-5.1 | 51.01 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-5.1 | 50.47 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-5.1 | 50.47 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-Instruct | 42.88 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-Instruct | 40.12 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-Instruct | 32.23 | Not recorded | 6a152914dbd7150506f7deaa | ### Gemini-2.5-flash PRI: 73.03. Result ID: 6a156782fbc373592c0d280d. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"false"}. This record does not assert independent reproduction. ### Claude-4 PRI: 72.62. Result ID: 6a156782fbc373592c0d2811. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### Claude-4 PRI: 70.39. Result ID: 6a156782fbc373592c0d2810. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"false"}. This record does not assert independent reproduction. ### Qwen2.5-14B-ProActor-Q4 PRI: 62.32. Result ID: 6a156782fbc373592c0d2816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RULER":"Adaptive"}. This record does not assert independent reproduction. ### Gemini-2.5-flash PRI: 61.65. Result ID: 6a156782fbc373592c0d280c. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false","ASG":"false"}. This record does not assert independent reproduction. ### Gemini-2.5-flash PRI: 60.67. Result ID: 6a156782fbc373592c0d280e. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### Qwen2.5-14B-ProActor-Q4 PRI: 56.03. Result ID: 6a156782fbc373592c0d2815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RULER":"Custom"}. This record does not assert independent reproduction. ### Claude-4 PRI: 54.16. Result ID: 6a156782fbc373592c0d280f. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false","ASG":"false"}. This record does not assert independent reproduction. ### GPT-5.1 PRI: 51.01. Result ID: 6a156782fbc373592c0d280b. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### GPT-5.1 PRI: 50.47. Result ID: 6a156782fbc373592c0d2809. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false","ASG":"false"}. This record does not assert independent reproduction. ### GPT-5.1 PRI: 50.47. Result ID: 6a156782fbc373592c0d280a. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"false"}. This record does not assert independent reproduction. ### Qwen2.5-14B-Instruct PRI: 42.88. Result ID: 6a156782fbc373592c0d2812. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false","ASG":"false"}. This record does not assert independent reproduction. ### Qwen2.5-14B-Instruct PRI: 40.12. Result ID: 6a156782fbc373592c0d2813. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"false"}. This record does not assert independent reproduction. ### Qwen2.5-14B-Instruct PRI: 32.23. Result ID: 6a156782fbc373592c0d2814. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.