# Score Prediction on Eval-Actions 1.0 (test) Source: [Score Prediction on Eval-Actions 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:14.432Z Evaluation of Score Prediction performance on the test split of the Eval-Actions 1.0 dataset, measured using SRCC and R\_l2. 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 | Score Prediction | | Dataset (including any stated split) | Eval-Actions 1.0 (test) | | Metric | SRCC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [SRCC](): Higher is better; unit: SCALAR. - [L2 Error (R\_l2)](): Lower is better; unit: SCALAR. ## Recorded results | Method | SRCC | Result date | Report paper | | --- | --- | --- | --- | | AutoEval-S | 0.84 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL3-4B | 0.82 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 0.81 | Not recorded | 6978471ba2b28e761d87c9f6 | | AutoEval-S | 0.81 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 0.8 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL3-4B | 0.78 | Not recorded | 6978471ba2b28e761d87c9f6 | | AutoEval-P | 0.7 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL2.5-3B | 0.64 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL3-4B | 0.64 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 0.63 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL2.5-3B | 0.62 | Not recorded | 6978471ba2b28e761d87c9f6 | | QwenVL2.5-3B | 0.46 | Not recorded | 6978471ba2b28e761d87c9f6 | | SmolVLM2.2B | 0.41 | Not recorded | 6978471ba2b28e761d87c9f6 | | SmolVLM2.2B | 0.39 | Not recorded | 6978471ba2b28e761d87c9f6 | | SmolVLM2.2B | 0.31 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 0.02 | Not recorded | 6978471ba2b28e761d87c9f6 | | InternVL3.5-4B | 0.01 | Not recorded | 6978471ba2b28e761d87c9f6 | ### AutoEval-S SRCC: 0.84. Result ID: 6999d1685698665ec44fe391. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### QwenVL3-4B SRCC: 0.82. Result ID: 6999d1685698665ec44fe38e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### InternVL3.5-4B SRCC: 0.81. Result ID: 6999d1685698665ec44fe38b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### AutoEval-S SRCC: 0.81. Result ID: 6999d1685698665ec44fe390. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### InternVL3.5-4B SRCC: 0.8. Result ID: 6999d1685698665ec44fe38a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### QwenVL3-4B SRCC: 0.78. Result ID: 6999d1685698665ec44fe38d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### AutoEval-P SRCC: 0.7. Result ID: 6999d1685698665ec44fe392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### QwenVL2.5-3B SRCC: 0.64. Result ID: 6999d1685698665ec44fe388. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### QwenVL3-4B SRCC: 0.64. Result ID: 6999d1685698665ec44fe38f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### InternVL3.5-4B SRCC: 0.63. Result ID: 6999d1685698665ec44fe38c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### QwenVL2.5-3B SRCC: 0.62. Result ID: 6999d1685698665ec44fe387. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### QwenVL2.5-3B SRCC: 0.46. Result ID: 6999d1685698665ec44fe389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### SmolVLM2.2B SRCC: 0.41. Result ID: 6999d1685698665ec44fe384. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)"}. This record does not assert independent reproduction. ### SmolVLM2.2B SRCC: 0.39. Result ID: 6999d1685698665ec44fe385. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)"}. This record does not assert independent reproduction. ### SmolVLM2.2B SRCC: 0.31. Result ID: 6999d1685698665ec44fe386. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Chain-of-Thought (CoT)"}. This record does not assert independent reproduction. ### InternVL3.5-4B SRCC: 0.02. Result ID: 6999d1685698665ec44fe383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Rank-Guided (RG)","Supervised Fine-Tuning":"No (Zero-Shot)"}. This record does not assert independent reproduction. ### InternVL3.5-4B SRCC: 0.01. Result ID: 6999d1685698665ec44fe382. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Expert Grading (EG)","Supervised Fine-Tuning":"No (Zero-Shot)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.