# Accuracy Prediction on LLM Compression Performance Accuracy Source: [Accuracy Prediction on LLM Compression Performance Accuracy]() Collection index: [llms.txt]() Data updated: 2026-04-21T12:32:15.752Z Evaluation of model performance predicting accuracy metrics, specifically using the LOO R score, on the LLM Compression Performance Accuracy dataset. 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 | Accuracy Prediction | | Dataset (including any stated split) | LLM Compression Performance Accuracy | | Metric | LOO R Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [LOO R Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | LOO R Score | Result date | Report paper | | --- | --- | --- | --- | | ASVD | 0.89 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD | 0.839 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD | 0.823 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD | 0.773 | Not recorded | 69e704dc7d0172140ec7f07a | | SVD-LLM | 0.756 | Not recorded | 69e704dc7d0172140ec7f07a | | Vanilla SVD | 0.718 | Not recorded | 69e704dc7d0172140ec7f07a | | SVD-LLM | 0.674 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD-SR | 0.56 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD-SR | 0.542 | Not recorded | 69e704dc7d0172140ec7f07a | | SVD-LLM | 0.536 | Not recorded | 69e704dc7d0172140ec7f07a | | Vanilla SVD | 0.465 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD (stable ranks) | 0.441 | Not recorded | 69e704dc7d0172140ec7f07a | | Vanilla SVD | 0.298 | Not recorded | 69e704dc7d0172140ec7f07a | | SVD-LLM | 0.286 | Not recorded | 69e704dc7d0172140ec7f07a | | Vanilla SVD | 0.28 | Not recorded | 69e704dc7d0172140ec7f07a | | ASVD-SR | 0.227 | Not recorded | 69e704dc7d0172140ec7f07a | ### ASVD LOO R Score: 0.89. Result ID: 69e76e4147f34ce924cf0f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"ATTN"}. This record does not assert independent reproduction. ### ASVD LOO R Score: 0.839. Result ID: 69e76e4147f34ce924cf0f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"MLP"}. This record does not assert independent reproduction. ### ASVD LOO R Score: 0.823. Result ID: 69e76e4147f34ce924cf0f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"BOTH"}. This record does not assert independent reproduction. ### ASVD LOO R Score: 0.773. Result ID: 69e76e4147f34ce924cf0f4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Best Formula":"γ · ρ¯eff"}. This record does not assert independent reproduction. ### SVD-LLM LOO R Score: 0.756. Result ID: 69e76e4147f34ce924cf0f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"MLP"}. This record does not assert independent reproduction. ### Vanilla SVD LOO R Score: 0.718. Result ID: 69e76e4147f34ce924cf0f33. [Reporting paper]() Recorded evaluation configuration: {"Layer Type":"BOTH"}. This record does not assert independent reproduction. ### SVD-LLM LOO R Score: 0.674. Result ID: 69e76e4147f34ce924cf0f4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Best Formula":"γ · ρ¯s"}. This record does not assert independent reproduction. ### ASVD-SR LOO R Score: 0.56. Result ID: 69e76e4147f34ce924cf0f37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"ATTN"}. This record does not assert independent reproduction. ### ASVD-SR LOO R Score: 0.542. Result ID: 69e76e4147f34ce924cf0f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"MLP"}. This record does not assert independent reproduction. ### SVD-LLM LOO R Score: 0.536. Result ID: 69e76e4147f34ce924cf0f3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"ATTN"}. This record does not assert independent reproduction. ### Vanilla SVD LOO R Score: 0.465. Result ID: 69e76e4147f34ce924cf0f31. [Reporting paper]() Recorded evaluation configuration: {"Layer Type":"ATTN"}. This record does not assert independent reproduction. ### ASVD (stable ranks) LOO R Score: 0.441. Result ID: 69e76e4147f34ce924cf0f4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Best Formula":"γ · ρ¯eff"}. This record does not assert independent reproduction. ### Vanilla SVD LOO R Score: 0.298. Result ID: 69e76e4147f34ce924cf0f32. [Reporting paper]() Recorded evaluation configuration: {"Layer Type":"MLP"}. This record does not assert independent reproduction. ### SVD-LLM LOO R Score: 0.286. Result ID: 69e76e4147f34ce924cf0f3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"BOTH"}. This record does not assert independent reproduction. ### Vanilla SVD LOO R Score: 0.28. Result ID: 69e76e4147f34ce924cf0f49. [Reporting paper]() Recorded evaluation configuration: {"Best Formula":"γ^2 + e^-γ"}. This record does not assert independent reproduction. ### ASVD-SR LOO R Score: 0.227. Result ID: 69e76e4147f34ce924cf0f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Layer Type":"BOTH"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.