# Science Question Answering on ScienceQA (Image Acc.) Source: [Science Question Answering on ScienceQA (Image Acc.)]() Collection index: [llms.txt]() Data updated: 2026-05-25T07:07:05.208Z Evaluation of model performance on the ScienceQA dataset for Science Question Answering, specifically reporting Image Accuracy. 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 | Science Question Answering | | Dataset (including any stated split) | ScienceQA | | Metric | Image Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Image Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Image Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-VL-7B-Instruct | 88.6 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 88.5 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 86.9 | Not recorded | 68fa7a321e209131cea81adb | | Qwen2-VL-7B-Instruct | 85.7 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 78 | Not recorded | 68fa7a321e209131cea81adb | | LLaVA-v1.6-vicuna-13B | 77.7 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 77.4 | Not recorded | 68fa7a321e209131cea81adb | | Qwen2-VL-2B-Instruct | 76.9 | Not recorded | 68fa7a321e209131cea81adb | | LLaVA-v1.6-vicuna-7B | 74.3 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 74.2 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 72.8 | Not recorded | 68fa7a321e209131cea81adb | | VCD | 72 | Not recorded | 68fa7a321e209131cea81adb | | vanilla-DPO | 71.8 | Not recorded | 68fa7a321e209131cea81adb | | baseline | 71.6 | Not recorded | 68fa7a321e209131cea81adb | | HSA-DPO | 71.3 | Not recorded | 68fa7a321e209131cea81adb | | HA-DPO | 69.7 | Not recorded | 68fa7a321e209131cea81adb | | SENTINEL | 69.2 | Not recorded | 68fa7a321e209131cea81adb | | POVID | 68.8 | Not recorded | 68fa7a321e209131cea81adb | | VCD | 68.7 | Not recorded | 68fa7a321e209131cea81adb | | OPERA | 68.2 | Not recorded | 68fa7a321e209131cea81adb | | RLAIF-V | 68.2 | Not recorded | 68fa7a321e209131cea81adb | | CLIP-DPO | 67.6 | Not recorded | 68fa7a321e209131cea81adb | | DoLa | 67.5 | Not recorded | 68fa7a321e209131cea81adb | | TPO | 67.1 | Not recorded | 68fa7a321e209131cea81adb | | baseline | 66.8 | Not recorded | 68fa7a321e209131cea81adb | | EFUF | 66.4 | Not recorded | 68fa7a321e209131cea81adb | ### Qwen2.5-VL-7B-Instruct Image Accuracy: 88.6. Result ID: 6a13f49cfbc373592c0aa061. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mitigation":"None (baseline)"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 88.5. Result ID: 6a13f49cfbc373592c0aa062. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2.5-VL-7B-Instruct"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 86.9. Result ID: 6a13f49cfbc373592c0aa060. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2-VL-7B-Instruct"}. This record does not assert independent reproduction. ### Qwen2-VL-7B-Instruct Image Accuracy: 85.7. Result ID: 6a13f49cfbc373592c0aa05f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mitigation":"None (baseline)"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 78. Result ID: 6a13f49cfbc373592c0aa05c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-v1.6-vicuna-13B"}. This record does not assert independent reproduction. ### LLaVA-v1.6-vicuna-13B Image Accuracy: 77.7. Result ID: 6a13f49cfbc373592c0aa05b. [Reporting paper]() Recorded evaluation configuration: {"Mitigation":"None (baseline)"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 77.4. Result ID: 6a13f49cfbc373592c0aa05e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen2-VL-2B-Instruct"}. This record does not assert independent reproduction. ### Qwen2-VL-2B-Instruct Image Accuracy: 76.9. Result ID: 6a13f49cfbc373592c0aa05d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mitigation":"None (baseline)"}. This record does not assert independent reproduction. ### LLaVA-v1.6-vicuna-7B Image Accuracy: 74.3. Result ID: 6a13f49cfbc373592c0aa059. [Reporting paper]() Recorded evaluation configuration: {"Mitigation":"None (baseline)"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 74.2. Result ID: 6a13f49cfbc373592c0aa05a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"LLaVA-v1.6-vicuna-7B"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 72.8. Result ID: 6a13f49cfbc373592c0aa0c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### VCD Image Accuracy: 72. Result ID: 6a13f49cfbc373592c0aa0c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### vanilla-DPO Image Accuracy: 71.8. Result ID: 6a13f49cfbc373592c0aa0c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### baseline Image Accuracy: 71.6. Result ID: 6a13f49cfbc373592c0aa0c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### HSA-DPO Image Accuracy: 71.3. Result ID: 6a13f49cfbc373592c0aa0c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-13B"}. This record does not assert independent reproduction. ### HA-DPO Image Accuracy: 69.7. Result ID: 6a13f49cfbc373592c0aa0bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### SENTINEL Image Accuracy: 69.2. Result ID: 6a13f49cfbc373592c0aa0c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### POVID Image Accuracy: 68.8. Result ID: 6a13f49cfbc373592c0aa0bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### VCD Image Accuracy: 68.7. Result ID: 6a13f49cfbc373592c0aa0b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### OPERA Image Accuracy: 68.2. Result ID: 6a13f49cfbc373592c0aa0b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### RLAIF-V Image Accuracy: 68.2. Result ID: 6a13f49cfbc373592c0aa0be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### CLIP-DPO Image Accuracy: 67.6. Result ID: 6a13f49cfbc373592c0aa0bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### DoLa Image Accuracy: 67.5. Result ID: 6a13f49cfbc373592c0aa0b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### TPO Image Accuracy: 67.1. Result ID: 6a13f49cfbc373592c0aa0bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### baseline Image Accuracy: 66.8. Result ID: 6a13f49cfbc373592c0aa0b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. ### EFUF Image Accuracy: 66.4. Result ID: 6a13f49cfbc373592c0aa0ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.