# Natural Language Visual Reasoning on NLVR2 (val) Source: [Natural Language Visual Reasoning on NLVR2 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:34.345Z Evaluation of model performance on the validation split of the NLVR2 dataset, focusing on natural language visual reasoning capabilities, typically measured by 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 | Natural Language Visual Reasoning | | Dataset (including any stated split) | NLVR2 (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | X-VLMclip | 83.15 | Not recorded | 68fa6daa1e209131cea3b502 | | EfficientVLM | 81.83 | Not recorded | 68fa6daa1e209131cea3b502 | | X-VLMclip | 81.49 | Not recorded | 68fa6daa1e209131cea3b502 | | X-VLMsmall | 79.34 | Not recorded | 68fa6daa1e209131cea3b502 | | OSCARB | 78.07 | Not recorded | 68fa6daa1e209131cea3b502 | | OSCARB | 76.51 | Not recorded | 68fa6daa1e209131cea3b502 | | ViLT | 75.7 | Not recorded | 68fa6daa1e209131cea3b502 | | LXMERT | 74.9 | Not recorded | 68fa6a711e209131cea28238 | | DistilDualEnc | 74.16 | Not recorded | 68fa6daa1e209131cea3b502 | | LXMERT-S | 74.03 | Not recorded | 68fa6a711e209131cea28238 | | MiniVLM | 73.71 | Not recorded | 68fa6daa1e209131cea3b502 | | VisualBERT | 67.4 | Not recorded | 68fa6a711e209131cea28238 | ### X-VLMclip Accuracy: 83.15. Result ID: 698fd0b63a6c314849fc0fec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EfficientVLM Accuracy: 81.83. Result ID: 698fd0b63a6c314849fc0ff4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### X-VLMclip Accuracy: 81.49. Result ID: 698fd0b63a6c314849fc0fed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"performance\_target":"98%"}. This record does not assert independent reproduction. ### X-VLMsmall Accuracy: 79.34. Result ID: 698fd0b63a6c314849fc0ff3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSCARB Accuracy: 78.07. Result ID: 698fd0b63a6c314849fc0fee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OSCARB Accuracy: 76.51. Result ID: 698fd0b63a6c314849fc0fef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"performance\_target":"98%"}. This record does not assert independent reproduction. ### ViLT Accuracy: 75.7. Result ID: 698fd0b63a6c314849fc0ff1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LXMERT Accuracy: 74.9. Result ID: 698e34e2ffc3901de09ba942. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DistilDualEnc Accuracy: 74.16. Result ID: 698fd0b63a6c314849fc0ff0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LXMERT-S Accuracy: 74.03. Result ID: 698e34e2ffc3901de09ba943. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MiniVLM Accuracy: 73.71. Result ID: 698fd0b63a6c314849fc0ff2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VisualBERT Accuracy: 67.4. Result ID: 698e34e2ffc3901de09ba941. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.