# Visual Attribution-based Hallucination Repair on RePOPE Source: [Visual Attribution-based Hallucination Repair on RePOPE]() Collection index: [llms.txt]() Data updated: 2026-07-09T06:50:15.812Z Evaluation of model performance on repairing visual hallucinations in generated content, specifically focusing on attribution methods, using the RePOPE dataset. 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 Attribution-based Hallucination Repair | | Dataset (including any stated split) | RePOPE | | Metric | Repair Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Repair Rate](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Failure Count](): Lower is better; unit: SCALAR. - [Memory (GB)](): Lower is better; unit: SIZE. - [Inference Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Repair Rate | Result date | Report paper | | --- | --- | --- | --- | | TRACE Direct | 96 | Not recorded | 6a4f2ae532fb937314875a6c | | TRACE Direct | 94.44 | Not recorded | 6a4f2ae532fb937314875a6c | | COPAIR Direct | 84.44 | Not recorded | 6a4f2ae532fb937314875a6c | | COPAIR Direct | 82.67 | Not recorded | 6a4f2ae532fb937314875a6c | | IGOS++ | 72.59 | Not recorded | 6a4f2ae532fb937314875a6c | | IGOS++ | 70.33 | Not recorded | 6a4f2ae532fb937314875a6c | | LLaVA-CAM | 69.63 | Not recorded | 6a4f2ae532fb937314875a6c | | LLaVA-CAM | 68.33 | Not recorded | 6a4f2ae532fb937314875a6c | ### TRACE Direct Repair Rate: 96. Result ID: 6a4f449960b88bb339e44645. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B","Protocol":"single point"}. This record does not assert independent reproduction. ### TRACE Direct Repair Rate: 94.44. Result ID: 6a4f449960b88bb339e44641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Protocol":"single point"}. This record does not assert independent reproduction. ### COPAIR Direct Repair Rate: 84.44. Result ID: 6a4f449960b88bb339e44640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Protocol":"single point"}. This record does not assert independent reproduction. ### COPAIR Direct Repair Rate: 82.67. Result ID: 6a4f449960b88bb339e44644. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B","Protocol":"single point"}. This record does not assert independent reproduction. ### IGOS++ Repair Rate: 72.59. Result ID: 6a4f449960b88bb339e4463f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Protocol":"full curve"}. This record does not assert independent reproduction. ### IGOS++ Repair Rate: 70.33. Result ID: 6a4f449960b88bb339e44643. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B","Protocol":"full curve"}. This record does not assert independent reproduction. ### LLaVA-CAM Repair Rate: 69.63. Result ID: 6a4f449960b88bb339e4463e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Protocol":"full curve"}. This record does not assert independent reproduction. ### LLaVA-CAM Repair Rate: 68.33. Result ID: 6a4f449960b88bb339e44642. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LLaVA-v1.5-7B","Protocol":"full curve"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.