# Multiple Choice Visual Question Answering on NegBench VOC 2007 (test) Source: [Multiple Choice Visual Question Answering on NegBench VOC 2007 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-13T08:25:06.076Z Evaluation of model performance on the test split of the NegBench VOC 2007 dataset for Multiple Choice Visual Question Answering, reporting metrics including Acc, CR, and AccE. 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 | Multiple Choice Visual Question Answering | | Dataset (including any stated split) | NegBench VOC 2007 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Rank](): Lower is better; unit: SCALAR. - [CR](): Higher is better; unit: PERCENT. - [CR Rank](): Lower is better; unit: SCALAR. - [AccE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | InternVL3.0-8B | 95.37 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL3.5-8B | 92.21 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL2.5-8B | 92.01 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen2.5-VL-7B | 91.97 | Not recorded | 69b399f90636e5bf4afbc9ee | | Gemma-3-12B | 87.5 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen2.0-VL-7B | 85.35 | Not recorded | 69b399f90636e5bf4afbc9ee | | Qwen3.0-VL-8B | 84.08 | Not recorded | 69b399f90636e5bf4afbc9ee | | LLaVA-1.5-13B | 77.38 | Not recorded | 69b399f90636e5bf4afbc9ee | | LLaVA-1.6-13B | 65.28 | Not recorded | 69b399f90636e5bf4afbc9ee | | InternVL2.0-8B | 58.68 | Not recorded | 69b399f90636e5bf4afbc9ee | | QwenVL-7B-Chat | 23.71 | Not recorded | 69b399f90636e5bf4afbc9ee | ### InternVL3.0-8B Accuracy: 95.37. Result ID: 69b3c9d247f34ce9249dcd27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL3.5-8B Accuracy: 92.21. Result ID: 69b3c9d247f34ce9249dcd28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### InternVL2.5-8B Accuracy: 92.01. Result ID: 69b3c9d247f34ce9249dcd26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Accuracy: 91.97. Result ID: 69b3c9d247f34ce9249dcd2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### Gemma-3-12B Accuracy: 87.5. Result ID: 69b3c9d247f34ce9249dcd24. [Reporting paper]() Recorded evaluation configuration: {"Parameters":"12B"}. This record does not assert independent reproduction. ### Qwen2.0-VL-7B Accuracy: 85.35. Result ID: 69b3c9d247f34ce9249dcd2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. ### Qwen3.0-VL-8B Accuracy: 84.08. Result ID: 69b3c9d247f34ce9249dcd2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### LLaVA-1.5-13B Accuracy: 77.38. Result ID: 69b3c9d247f34ce9249dcd29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"13B"}. This record does not assert independent reproduction. ### LLaVA-1.6-13B Accuracy: 65.28. Result ID: 69b3c9d247f34ce9249dcd2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"13B"}. This record does not assert independent reproduction. ### InternVL2.0-8B Accuracy: 58.68. Result ID: 69b3c9d247f34ce9249dcd25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### QwenVL-7B-Chat Accuracy: 23.71. Result ID: 69b3c9d247f34ce9249dcd2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.