# Image-to-TikZ on MathVista GPS Source: [Image-to-TikZ on MathVista GPS]() Collection index: [llms.txt]() Data updated: 2026-03-25T13:06:23.716Z Evaluation of model performance on generating TikZ code from images using the MathVista GPS dataset, assessed using metrics like CLIP, SigLip, and DINO. 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 | Image-to-TikZ | | Dataset (including any stated split) | MathVista GPS | | Metric | CLIP Score | | Unit | PERCENT | | 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 - [CLIP Score](): Higher is better; unit: PERCENT. - [SigLip Score](): Higher is better; unit: PERCENT. - [DINO Score](): Higher is better; unit: PERCENT. - [FID](): Lower is better; unit: SCALAR. - [CSR](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP Score | Result date | Report paper | | --- | --- | --- | --- | | GeoTikzBridge-Base-38B | 91.5 | Not recorded | 69c36c000636e5bf4afc6464 | | GeoTikzBridge-Base-38B | 91.5 | Not recorded | 69c36c000636e5bf4afc6464 | | GeoTikzBridge-Base-8B | 89.5 | Not recorded | 69c36c000636e5bf4afc6464 | | GeoTikzBridge-Base-8B | 89.5 | Not recorded | 69c36c000636e5bf4afc6464 | | FigCodifier | 88.4 | Not recorded | 69c36c000636e5bf4afc6464 | | FigCodifier-8B | 88.4 | Not recorded | 69c36c000636e5bf4afc6464 | | InternVL3-78B | 86 | Not recorded | 69c36c000636e5bf4afc6464 | | Qwen2.5-VL-72B | 85.8 | Not recorded | 69c36c000636e5bf4afc6464 | | Qwen2.5-VL-72B | 85.8 | Not recorded | 69c36c000636e5bf4afc6464 | | Qwen2.5-VL-32B | 83.2 | Not recorded | 69c36c000636e5bf4afc6464 | | Qwen3-VL-30B | 80.2 | Not recorded | 69c36c000636e5bf4afc6464 | | Qwen3-VL-30B-A3B | 80.2 | Not recorded | 69c36c000636e5bf4afc6464 | | InternVL3.5-38B | 78.6 | Not recorded | 69c36c000636e5bf4afc6464 | | InternVL3.5-38B | 78.6 | Not recorded | 69c36c000636e5bf4afc6464 | | GLM4.5V-106B | 76.9 | Not recorded | 69c36c000636e5bf4afc6464 | | GLM4.5-V-106B-A12B | 76.9 | Not recorded | 69c36c000636e5bf4afc6464 | ### GeoTikzBridge-Base-38B CLIP Score: 91.5. Result ID: 69c3dd8147f34ce924ad40fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameter\_size":"38B"}. This record does not assert independent reproduction. ### GeoTikzBridge-Base-38B CLIP Score: 91.5. Result ID: 69c3dd8147f34ce924ad4110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"38B"}. This record does not assert independent reproduction. ### GeoTikzBridge-Base-8B CLIP Score: 89.5. Result ID: 69c3dd8147f34ce924ad40fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameter\_size":"8B"}. This record does not assert independent reproduction. ### GeoTikzBridge-Base-8B CLIP Score: 89.5. Result ID: 69c3dd8147f34ce924ad410f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### FigCodifier CLIP Score: 88.4. Result ID: 69c3dd8147f34ce924ad40fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FigCodifier-8B CLIP Score: 88.4. Result ID: 69c3dd8147f34ce924ad410e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL3-78B CLIP Score: 86. Result ID: 69c3dd8147f34ce924ad410b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"78B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-72B CLIP Score: 85.8. Result ID: 69c3dd8147f34ce924ad40f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameter\_size":"72B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-72B CLIP Score: 85.8. Result ID: 69c3dd8147f34ce924ad4109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"72B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-32B CLIP Score: 83.2. Result ID: 69c3dd8147f34ce924ad4108. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"32B"}. This record does not assert independent reproduction. ### Qwen3-VL-30B CLIP Score: 80.2. Result ID: 69c3dd8147f34ce924ad40f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameter\_size":"30B"}. This record does not assert independent reproduction. ### Qwen3-VL-30B-A3B CLIP Score: 80.2. Result ID: 69c3dd8147f34ce924ad410a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"30B-A3B"}. This record does not assert independent reproduction. ### InternVL3.5-38B CLIP Score: 78.6. Result ID: 69c3dd8147f34ce924ad40fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"parameter\_size":"38B"}. This record does not assert independent reproduction. ### InternVL3.5-38B CLIP Score: 78.6. Result ID: 69c3dd8147f34ce924ad410c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"38B"}. This record does not assert independent reproduction. ### GLM4.5V-106B CLIP Score: 76.9. Result ID: 69c3dd8147f34ce924ad40fb. [Reporting paper]() Recorded evaluation configuration: {"parameter\_size":"106B"}. This record does not assert independent reproduction. ### GLM4.5-V-106B-A12B CLIP Score: 76.9. Result ID: 69c3dd8147f34ce924ad410d. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"106B-A12B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.