# Protein Property Regression on CASP Source: [Protein Property Regression on CASP]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:38:26.931Z Evaluation of Protein Property Regression model performance on the CASP dataset, measured using AUC. 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 | Protein Property Regression | | Dataset (including any stated split) | CASP | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | LiteGuard | 100 | Not recorded | 69c60ef10636e5bf4afc8419 | | LiteGuard | 100 | Not recorded | 69c60ef10636e5bf4afc8419 | | MetaV | 99.7 | Not recorded | 69c60ef10636e5bf4afc8419 | | MetaV | 98.8 | Not recorded | 69c60ef10636e5bf4afc8419 | | MetaV | 98.7 | Not recorded | 69c60ef10636e5bf4afc8419 | | LiteGuard | 98.5 | Not recorded | 69c60ef10636e5bf4afc8419 | | LiteGuard | 98.1 | Not recorded | 69c60ef10636e5bf4afc8419 | | LiteGuard | 97.8 | Not recorded | 69c60ef10636e5bf4afc8419 | | MetaV | 88.6 | Not recorded | 69c60ef10636e5bf4afc8419 | | MetaV | 69.7 | Not recorded | 69c60ef10636e5bf4afc8419 | | LiteGuard | 53.4 | Not recorded | 69c60ef10636e5bf4afc8419 | | MetaV | 52 | Not recorded | 69c60ef10636e5bf4afc8419 | ### LiteGuard AUC: 100. Result ID: 69c679ac47f34ce924b05006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"Finetuning"}. This record does not assert independent reproduction. ### LiteGuard AUC: 100. Result ID: 69c679ac47f34ce924b05008. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"N-finetune"}. This record does not assert independent reproduction. ### MetaV AUC: 99.7. Result ID: 69c679ac47f34ce924b04fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"Pruning"}. This record does not assert independent reproduction. ### MetaV AUC: 98.8. Result ID: 69c679ac47f34ce924b05000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"Finetuning"}. This record does not assert independent reproduction. ### MetaV AUC: 98.7. Result ID: 69c679ac47f34ce924b05002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"N-finetune"}. This record does not assert independent reproduction. ### LiteGuard AUC: 98.5. Result ID: 69c679ac47f34ce924b05009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"P-finetune"}. This record does not assert independent reproduction. ### LiteGuard AUC: 98.1. Result ID: 69c679ac47f34ce924b05005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"Pruning"}. This record does not assert independent reproduction. ### LiteGuard AUC: 97.8. Result ID: 69c679ac47f34ce924b0500a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"A-finetune"}. This record does not assert independent reproduction. ### MetaV AUC: 88.6. Result ID: 69c679ac47f34ce924b05004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"A-finetune"}. This record does not assert independent reproduction. ### MetaV AUC: 69.7. Result ID: 69c679ac47f34ce924b05003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"P-finetune"}. This record does not assert independent reproduction. ### LiteGuard AUC: 53.4. Result ID: 69c679ac47f34ce924b05007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"KD"}. This record does not assert independent reproduction. ### MetaV AUC: 52. Result ID: 69c679ac47f34ce924b05001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MLP","Obfuscation Technique":"KD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.