# Visual Concept Extraction on LLaVA-NeXT COCO 8B-HF Source: [Visual Concept Extraction on LLaVA-NeXT COCO 8B-HF]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:16:42.490Z Evaluation of the model's ability to extract specific visual concepts from images using the LLaVA-NeXT COCO 8B-HF dataset, measured via CLIP and ALIGN alignment scores. 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 Concept Extraction | | Dataset (including any stated split) | LLaVA-NeXT COCO 8B-HF | | Metric | VCE Rate (CLIP) | | 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 - [VCE Rate (CLIP)](): Higher is better; unit: PERCENT. - [VCE Rate (ALIGN)](): Higher is better; unit: PERCENT. ## Recorded results | Method | VCE Rate (CLIP) | Result date | Report paper | | --- | --- | --- | --- | | Multidata\_SAE | 79 | Not recorded | 6a3a12e4206542251d7c6df1 | | Multidata\_SAE | 75 | Not recorded | 6a3a12e4206542251d7c6df1 | | Multidata\_SAE | 69 | Not recorded | 6a3a12e4206542251d7c6df1 | | Multidata\_SAE | 65.8 | Not recorded | 6a3a12e4206542251d7c6df1 | | Multidata\_SAE | 61 | Not recorded | 6a3a12e4206542251d7c6df1 | | Multidata\_SAE | 45 | Not recorded | 6a3a12e4206542251d7c6df1 | | Zhang et al. | 31 | Not recorded | 6a3a12e4206542251d7c6df1 | | Zhang et al. | 29 | Not recorded | 6a3a12e4206542251d7c6df1 | | Zhang et al. | 26 | Not recorded | 6a3a12e4206542251d7c6df1 | | Zhang et al. | 24.6 | Not recorded | 6a3a12e4206542251d7c6df1 | | Zhang et al. | 22 | Not recorded | 6a3a12e4206542251d7c6df1 | | Zhang et al. | 15 | Not recorded | 6a3a12e4206542251d7c6df1 | ### Multidata\_SAE VCE Rate (CLIP): 79. Result ID: 6a3a40dffbc373592c34a1ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"5"}. This record does not assert independent reproduction. ### Multidata\_SAE VCE Rate (CLIP): 75. Result ID: 6a3a40dffbc373592c34a1eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"4"}. This record does not assert independent reproduction. ### Multidata\_SAE VCE Rate (CLIP): 69. Result ID: 6a3a40dffbc373592c34a1e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"3"}. This record does not assert independent reproduction. ### Multidata\_SAE VCE Rate (CLIP): 65.8. Result ID: 6a3a40dffbc373592c34a1ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"Avg"}. This record does not assert independent reproduction. ### Multidata\_SAE VCE Rate (CLIP): 61. Result ID: 6a3a40dffbc373592c34a1e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"2"}. This record does not assert independent reproduction. ### Multidata\_SAE VCE Rate (CLIP): 45. Result ID: 6a3a40dffbc373592c34a1e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"1"}. This record does not assert independent reproduction. ### Zhang et al. VCE Rate (CLIP): 31. Result ID: 6a3a40dffbc373592c34a1ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"5"}. This record does not assert independent reproduction. ### Zhang et al. VCE Rate (CLIP): 29. Result ID: 6a3a40dffbc373592c34a1ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"4"}. This record does not assert independent reproduction. ### Zhang et al. VCE Rate (CLIP): 26. Result ID: 6a3a40dffbc373592c34a1e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"3"}. This record does not assert independent reproduction. ### Zhang et al. VCE Rate (CLIP): 24.6. Result ID: 6a3a40dffbc373592c34a1ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"Avg"}. This record does not assert independent reproduction. ### Zhang et al. VCE Rate (CLIP): 22. Result ID: 6a3a40dffbc373592c34a1e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"2"}. This record does not assert independent reproduction. ### Zhang et al. VCE Rate (CLIP): 15. Result ID: 6a3a40dffbc373592c34a1e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Thresh":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.