# Visual-to-symbolic analytical solution inference on Visual-to-Symbolic Analytical Solution Inference Source: [Visual-to-symbolic analytical solution inference on Visual-to-Symbolic Analytical Solution Inference]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:09:46.974Z Evaluation of model performance on the Visual-to-Symbolic Analytical Solution Inference dataset, focusing on Overall Score and Success Rate. 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 | Visual-to-symbolic analytical solution inference | | Dataset (including any stated split) | Visual-to-Symbolic Analytical Solution Inference | | Metric | Overall Score | | Unit | PERCENT | | 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 - [Overall Score](): Higher is better; unit: PERCENT. - [Success Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall Score | Result date | Report paper | | --- | --- | --- | --- | | DeepSeek-R1 | 91.5 | Not recorded | 69dc78997d0172140ec78bb4 | | Grok-4 | 82.8 | Not recorded | 69dc78997d0172140ec78bb4 | | Gemini-3-Pro | 57.2 | Not recorded | 69dc78997d0172140ec78bb4 | | ViSA-R2 framework | 51.2 | Not recorded | 69dc78997d0172140ec78bb4 | | Claude Sonnet 4.5 | 35.2 | Not recorded | 69dc78997d0172140ec78bb4 | | Claude-Haiku-4-5 | 31.6 | Not recorded | 69dc78997d0172140ec78bb4 | | Claude Opus 4 | 13.5 | Not recorded | 69dc78997d0172140ec78bb4 | ### DeepSeek-R1 Overall Score: 91.5. Result ID: 69dca44147f34ce924c379c2. [Reporting paper]() Recorded evaluation configuration: {"Input modality":"Text"}. This record does not assert independent reproduction. ### Grok-4 Overall Score: 82.8. Result ID: 69dca44147f34ce924c379c3. [Reporting paper]() Recorded evaluation configuration: {"Input modality":"Text"}. This record does not assert independent reproduction. ### Gemini-3-Pro Overall Score: 57.2. Result ID: 69dca44147f34ce924c379c0. [Reporting paper]() Recorded evaluation configuration: {"Input modality":"Vision"}. This record does not assert independent reproduction. ### ViSA-R2 framework Overall Score: 51.2. Result ID: 69dca44147f34ce924c379bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input modality":"Vision"}. This record does not assert independent reproduction. ### Claude Sonnet 4.5 Overall Score: 35.2. Result ID: 69dca44147f34ce924c379bf. [Reporting paper]() Recorded evaluation configuration: {"Input modality":"Text"}. This record does not assert independent reproduction. ### Claude-Haiku-4-5 Overall Score: 31.6. Result ID: 69dca44147f34ce924c379be. [Reporting paper]() Recorded evaluation configuration: {"Input modality":"Vision"}. This record does not assert independent reproduction. ### Claude Opus 4 Overall Score: 13.5. Result ID: 69dca44147f34ce924c379c1. [Reporting paper]() Recorded evaluation configuration: {"Input modality":"Text"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.