# Causal Reasoning on e-CARE n = 200 Source: [Causal Reasoning on e-CARE n = 200]() Collection index: [llms.txt]() Data updated: 2026-06-16T08:44:06.656Z Evaluation of model performance on the specific subset (n=200) of the e-CARE dataset for Causal Reasoning tasks, measured using P0, P1, Gap, and Relative Gap 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 | Causal Reasoning | | Dataset (including any stated split) | e-CARE n = 200 | | Metric | P0 Score | | 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 - [P0 Score](): Higher is better; unit: PERCENT. - [P1 Score](): Higher is better; unit: PERCENT. - [P0/P1 Gap](): Higher is better; unit: SCALAR. - [Relative Gap (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | P0 Score | Result date | Report paper | | --- | --- | --- | --- | | Vernier | 82.3 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 82 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 82 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 81.5 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Vernier | 81.5 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Vernier | 81 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 79.5 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Vernier | 79.3 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 79 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 79 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Base (CLadder adapter) | 79 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Vernier | 78.5 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Vernier | 77.5 | Not recorded | 6a30d89fd33dfb23e783cc86 | | Vernier | 77 | Not recorded | 6a30d89fd33dfb23e783cc86 | ### Vernier P0 Score: 82.3. Result ID: 6a310cc3fbc373592c2d680e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 82. Result ID: 6a310cc3fbc373592c2d680d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-14B"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 82. Result ID: 6a310cc3fbc373592c2d680f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-32B","Quantization":"QLoRA"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 81.5. Result ID: 6a310cc3fbc373592c2d680b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Vernier P0 Score: 81.5. Result ID: 6a310cc3fbc373592c2d6810. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-32B","Quantization":"QLoRA"}. This record does not assert independent reproduction. ### Vernier P0 Score: 81. Result ID: 6a310cc3fbc373592c2d680c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 79.5. Result ID: 6a310cc3fbc373592c2d6809. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Phi-3-mini (3.8B)"}. This record does not assert independent reproduction. ### Vernier P0 Score: 79.3. Result ID: 6a310cc3fbc373592c2d6812. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 79. Result ID: 6a310cc3fbc373592c2d6811. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 79. Result ID: 6a310cc3fbc373592c2d6813. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B","Recipe":"Default","lr":"1e-4"}. This record does not assert independent reproduction. ### Base (CLadder adapter) P0 Score: 79. Result ID: 6a310cc3fbc373592c2d6815. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B","Recipe":"Rescued","lr":"5e-6","step":"150"}. This record does not assert independent reproduction. ### Vernier P0 Score: 78.5. Result ID: 6a310cc3fbc373592c2d680a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Phi-3-mini (3.8B)"}. This record does not assert independent reproduction. ### Vernier P0 Score: 77.5. Result ID: 6a310cc3fbc373592c2d6814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B","Recipe":"Default","lr":"1e-4"}. This record does not assert independent reproduction. ### Vernier P0 Score: 77. Result ID: 6a310cc3fbc373592c2d6816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Mistral-7B","Recipe":"Rescued","lr":"5e-6","step":"150"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.