# Knowledge Distillation Robustness on Qwen2.5-7B teacher vs. Qwen2.5-7B-Open-R1-Distill student (test) Source: [Knowledge Distillation Robustness on Qwen2.5-7B teacher vs. Qwen2.5-7B-Open-R1-Distill student (test)]() Collection index: [llms.txt]() Data updated: 2026-04-08T08:28:42.152Z Evaluation of the robustness of knowledge distillation, comparing the performance of the Qwen2.5-7B teacher model against the Qwen2.5-7B-Open-R1-Distill student model on the test split, measured by Similarity Score. 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 | Knowledge Distillation Robustness | | Dataset (including any stated split) | Qwen2.5-7B teacher vs. Qwen2.5-7B-Open-R1-Distill student (test) | | Metric | Similarity Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Similarity Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Similarity Score | Result date | Report paper | | --- | --- | --- | --- | | PCS | 0.9998 | Not recorded | 69d5e0f67d0172140ec75979 | | ICS | 0.9992 | Not recorded | 69d5e0f67d0172140ec75979 | | REEF | 0.9926 | Not recorded | 69d5e0f67d0172140ec75979 | | AttnDiff | 0.9873 | Not recorded | 69d5e0f67d0172140ec75979 | | Logits | 0.699 | Not recorded | 69d5e0f67d0172140ec75979 | | LLMmap | 0.6744 | Not recorded | 69d5e0f67d0172140ec75979 | | ProFlingo | 0.56 | Not recorded | 69d5e0f67d0172140ec75979 | ### PCS Similarity Score: 0.9998. Result ID: 69d611b147f34ce924be9db8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. ### ICS Similarity Score: 0.9992. Result ID: 69d611b147f34ce924be9db9. [Reporting paper]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. ### REEF Similarity Score: 0.9926. Result ID: 69d611b147f34ce924be9dbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. ### AttnDiff Similarity Score: 0.9873. Result ID: 69d611b147f34ce924be9dbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. ### Logits Similarity Score: 0.699. Result ID: 69d611b147f34ce924be9dba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. ### LLMmap Similarity Score: 0.6744. Result ID: 69d611b147f34ce924be9dbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. ### ProFlingo Similarity Score: 0.56. Result ID: 69d611b147f34ce924be9dbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Deployable distilled model":"Qwen2.5-7B-Open-R1-Distill"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.