# Quantitative evaluation of LLM feedback against human gold standards on 50 SOC analysis reports (test) Source: [Quantitative evaluation of LLM feedback against human gold standards on 50 SOC analysis reports (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:36.924Z Quantitative evaluation of LLM feedback quality by comparing model outputs against human gold standards using correlation metrics (Spearman, Kendall, Pearson) and RMSE on a test set derived from 50 SOC analysis reports. 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 | Quantitative evaluation of LLM feedback against human gold standards | | Dataset (including any stated split) | 50 SOC analysis reports (test) | | Metric | Spearman Correlation (ρ) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Spearman Correlation (ρ)](): Higher is better; unit: SCALAR. - [Kendall Correlation (τ)](): Higher is better; unit: SCALAR. - [Pearson Correlation (r)](): Higher is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Spearman Correlation (ρ) | Result date | Report paper | | --- | --- | --- | --- | | MESSALA | 0.66 | Not recorded | 695de86a53fdd5c361743adc | | Method 1 | 0.65 | Not recorded | 695de86a53fdd5c361743adc | | Method 3 | 0.65 | Not recorded | 695de86a53fdd5c361743adc | | MESSALA | 0.64 | Not recorded | 695de86a53fdd5c361743adc | | Method 1 | 0.63 | Not recorded | 695de86a53fdd5c361743adc | | MESSALA | 0.6 | Not recorded | 695de86a53fdd5c361743adc | | Method 2 | 0.6 | Not recorded | 695de86a53fdd5c361743adc | | Method 4 | 0.6 | Not recorded | 695de86a53fdd5c361743adc | | MESSALA | 0.59 | Not recorded | 695de86a53fdd5c361743adc | | Method 4 | 0.58 | Not recorded | 695de86a53fdd5c361743adc | | MESSALA | 0.58 | Not recorded | 695de86a53fdd5c361743adc | | Method 4 | 0.57 | Not recorded | 695de86a53fdd5c361743adc | | Method 1 | 0.56 | Not recorded | 695de86a53fdd5c361743adc | | Method 3 | 0.56 | Not recorded | 695de86a53fdd5c361743adc | | Method 1 | 0.56 | Not recorded | 695de86a53fdd5c361743adc | | Method 4 | 0.55 | Not recorded | 695de86a53fdd5c361743adc | | Method 1 | 0.54 | Not recorded | 695de86a53fdd5c361743adc | | Method 2 | 0.54 | Not recorded | 695de86a53fdd5c361743adc | | Method 2 | 0.52 | Not recorded | 695de86a53fdd5c361743adc | | Method 2 | 0.51 | Not recorded | 695de86a53fdd5c361743adc | | Method 3 | 0.5 | Not recorded | 695de86a53fdd5c361743adc | | Method 3 | 0.49 | Not recorded | 695de86a53fdd5c361743adc | | Method 3 | 0.49 | Not recorded | 695de86a53fdd5c361743adc | | Method 4 | 0.46 | Not recorded | 695de86a53fdd5c361743adc | | Method 2 | 0.41 | Not recorded | 695de86a53fdd5c361743adc | | MESSALA | 0.38 | Not recorded | 695de86a53fdd5c361743adc | | Method 2 | 0.36 | Not recorded | 695de86a53fdd5c361743adc | | Method 4 | 0.3 | Not recorded | 695de86a53fdd5c361743adc | | Method 1 | 0.28 | Not recorded | 695de86a53fdd5c361743adc | | Method 3 | 0.22 | Not recorded | 695de86a53fdd5c361743adc | ### MESSALA Spearman Correlation (ρ): 0.66. Result ID: 6996f53e5698665ec441ec6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4.1 mini","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 1 Spearman Correlation (ρ): 0.65. Result ID: 6996f53e5698665ec441ec67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4.1 mini","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 3 Spearman Correlation (ρ): 0.65. Result ID: 6996f53e5698665ec441ec69. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-4.1 mini","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### MESSALA Spearman Correlation (ρ): 0.64. Result ID: 6996f53e5698665ec441ec66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4.1","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 1 Spearman Correlation (ρ): 0.63. Result ID: 6996f53e5698665ec441ec62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4.1","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### MESSALA Spearman Correlation (ρ): 0.6. Result ID: 6996f53e5698665ec441ec61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4o","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 2 Spearman Correlation (ρ): 0.6. Result ID: 6996f53e5698665ec441ec63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4.1","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 4 Spearman Correlation (ρ): 0.6. Result ID: 6996f53e5698665ec441ec65. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-4.1","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### MESSALA Spearman Correlation (ρ): 0.59. Result ID: 6996f53e5698665ec441ec70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss","Parameter count":"20B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 4 Spearman Correlation (ρ): 0.58. Result ID: 6996f53e5698665ec441ec6a. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-4.1 mini","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### MESSALA Spearman Correlation (ρ): 0.58. Result ID: 6996f53e5698665ec441ec75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"qwen3","Parameter count":"14B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 4 Spearman Correlation (ρ): 0.57. Result ID: 6996f53e5698665ec441ec74. [Reporting paper]() Recorded evaluation configuration: {"Model":"qwen3","Parameter count":"14B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 1 Spearman Correlation (ρ): 0.56. Result ID: 6996f53e5698665ec441ec6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss","Parameter count":"20B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 3 Spearman Correlation (ρ): 0.56. Result ID: 6996f53e5698665ec441ec6e. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss","Parameter count":"20B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 1 Spearman Correlation (ρ): 0.56. Result ID: 6996f53e5698665ec441ec71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"qwen3","Parameter count":"14B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 4 Spearman Correlation (ρ): 0.55. Result ID: 6996f53e5698665ec441ec60. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-4o","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 1 Spearman Correlation (ρ): 0.54. Result ID: 6996f53e5698665ec441ec5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4o","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 2 Spearman Correlation (ρ): 0.54. Result ID: 6996f53e5698665ec441ec68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4.1 mini","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 2 Spearman Correlation (ρ): 0.52. Result ID: 6996f53e5698665ec441ec72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"qwen3","Parameter count":"14B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 2 Spearman Correlation (ρ): 0.51. Result ID: 6996f53e5698665ec441ec5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-4o","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 3 Spearman Correlation (ρ): 0.5. Result ID: 6996f53e5698665ec441ec73. [Reporting paper]() Recorded evaluation configuration: {"Model":"qwen3","Parameter count":"14B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 3 Spearman Correlation (ρ): 0.49. Result ID: 6996f53e5698665ec441ec5f. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-4o","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 3 Spearman Correlation (ρ): 0.49. Result ID: 6996f53e5698665ec441ec64. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-4.1","Model Category":"Closed-models"}. This record does not assert independent reproduction. ### Method 4 Spearman Correlation (ρ): 0.46. Result ID: 6996f53e5698665ec441ec6f. [Reporting paper]() Recorded evaluation configuration: {"Model":"gpt-oss","Parameter count":"20B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 2 Spearman Correlation (ρ): 0.41. Result ID: 6996f53e5698665ec441ec6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gpt-oss","Parameter count":"20B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### MESSALA Spearman Correlation (ρ): 0.38. Result ID: 6996f53e5698665ec441ec7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3","Parameter count":"12B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 2 Spearman Correlation (ρ): 0.36. Result ID: 6996f53e5698665ec441ec77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3","Parameter count":"12B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 4 Spearman Correlation (ρ): 0.3. Result ID: 6996f53e5698665ec441ec79. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3","Parameter count":"12B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 1 Spearman Correlation (ρ): 0.28. Result ID: 6996f53e5698665ec441ec76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gemma3","Parameter count":"12B","Model Category":"Open-models"}. This record does not assert independent reproduction. ### Method 3 Spearman Correlation (ρ): 0.22. Result ID: 6996f53e5698665ec441ec78. [Reporting paper]() Recorded evaluation configuration: {"Model":"gemma3","Parameter count":"12B","Model Category":"Open-models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.