# Proactive Action Prediction on Home Loan Source: [Proactive Action Prediction on Home Loan]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:28:44.407Z Evaluation of proactive action prediction performance on the Home Loan dataset, utilizing metrics such as PRI, 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 Action Prediction | | Dataset (including any stated split) | Home Loan | | Metric | PRI | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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: SCALAR. - [AC](): Higher is better; unit: PERCENT. - [Max AC](): Higher is better; unit: PERCENT. - [Difference](): Higher is better; unit: PERCENT. - [Proactive Timing](): 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 | 0.7303 | Not recorded | 6a152914dbd7150506f7deaa | | Claude-4 | 0.7262 | Not recorded | 6a152914dbd7150506f7deaa | | Claude-4 | 0.7039 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-ProActor-Q4 | 0.6232 | Not recorded | 6a152914dbd7150506f7deaa | | Gemini-2.5-flash | 0.6165 | Not recorded | 6a152914dbd7150506f7deaa | | Gemini-2.5-flash | 0.6067 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-ProActor-Q4 | 0.5603 | Not recorded | 6a152914dbd7150506f7deaa | | Claude-4 | 0.5416 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-5.1 | 0.5047 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-5.1 | 0.5047 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-5.1 | 0.501 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-4.1-mini | 0.4882 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-4.1-mini | 0.4835 | Not recorded | 6a152914dbd7150506f7deaa | | GPT-4.1-mini | 0.4652 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-Instruct | 0.4288 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-Instruct | 0.4012 | Not recorded | 6a152914dbd7150506f7deaa | | Qwen2.5-14B-Instruct | 0.3223 | Not recorded | 6a152914dbd7150506f7deaa | ### Gemini-2.5-flash PRI: 0.7303. Result ID: 6a156782fbc373592c0d27f0. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true"}. This record does not assert independent reproduction. ### Claude-4 PRI: 0.7262. Result ID: 6a156782fbc373592c0d27f4. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### Claude-4 PRI: 0.7039. Result ID: 6a156782fbc373592c0d27f3. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true"}. This record does not assert independent reproduction. ### Qwen2.5-14B-ProActor-Q4 PRI: 0.6232. Result ID: 6a156782fbc373592c0d27f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RULER":"Adaptive"}. This record does not assert independent reproduction. ### Gemini-2.5-flash PRI: 0.6165. Result ID: 6a156782fbc373592c0d27ef. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false"}. This record does not assert independent reproduction. ### Gemini-2.5-flash PRI: 0.6067. Result ID: 6a156782fbc373592c0d27f1. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### Qwen2.5-14B-ProActor-Q4 PRI: 0.5603. Result ID: 6a156782fbc373592c0d27f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"RULER":"Custom"}. This record does not assert independent reproduction. ### Claude-4 PRI: 0.5416. Result ID: 6a156782fbc373592c0d27f2. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false"}. This record does not assert independent reproduction. ### GPT-5.1 PRI: 0.5047. Result ID: 6a156782fbc373592c0d27ec. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false"}. This record does not assert independent reproduction. ### GPT-5.1 PRI: 0.5047. Result ID: 6a156782fbc373592c0d27ed. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true"}. This record does not assert independent reproduction. ### GPT-5.1 PRI: 0.501. Result ID: 6a156782fbc373592c0d27ee. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### GPT-4.1-mini PRI: 0.4882. Result ID: 6a156782fbc373592c0d27ea. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true"}. This record does not assert independent reproduction. ### GPT-4.1-mini PRI: 0.4835. Result ID: 6a156782fbc373592c0d27e9. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false"}. This record does not assert independent reproduction. ### GPT-4.1-mini PRI: 0.4652. Result ID: 6a156782fbc373592c0d27eb. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true","ASG":"true"}. This record does not assert independent reproduction. ### Qwen2.5-14B-Instruct PRI: 0.4288. Result ID: 6a156782fbc373592c0d27f5. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"false"}. This record does not assert independent reproduction. ### Qwen2.5-14B-Instruct PRI: 0.4012. Result ID: 6a156782fbc373592c0d27f6. [Reporting paper]() Recorded evaluation configuration: {"Reasoning":"true"}. This record does not assert independent reproduction. ### Qwen2.5-14B-Instruct PRI: 0.3223. Result ID: 6a156782fbc373592c0d27f7. [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.