# Video Understanding on EventHallusion Source: [Video Understanding on EventHallusion]() Collection index: [llms.txt]() Data updated: 2026-04-06T08:48:47.316Z Evaluation of general video understanding capabilities on the EventHallusion dataset, 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 | Video Understanding | | Dataset (including any stated split) | EventHallusion | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | VCD | 73.84 | Not recorded | 69d33def7d0172140ec735ff | | STEAR | 72.37 | Not recorded | 69d33def7d0172140ec735ff | | TCD | 70.66 | Not recorded | 69d33def7d0172140ec735ff | | DINO-HEAL | 70.28 | Not recorded | 69d33def7d0172140ec735ff | | Baseline | 69.44 | Not recorded | 69d33def7d0172140ec735ff | | MemVR | 67.48 | Not recorded | 69d33def7d0172140ec735ff | | STEAR | 67.48 | Not recorded | 69d33def7d0172140ec735ff | | DINO-HEAL | 64.79 | Not recorded | 69d33def7d0172140ec735ff | | VCD | 64.06 | Not recorded | 69d33def7d0172140ec735ff | | MemVR | 64.06 | Not recorded | 69d33def7d0172140ec735ff | | Baseline | 63.81 | Not recorded | 69d33def7d0172140ec735ff | | TCD | 62.35 | Not recorded | 69d33def7d0172140ec735ff | | STEAR | 54.77 | Not recorded | 69d33def7d0172140ec735ff | | TCD | 51.62 | Not recorded | 69d33def7d0172140ec735ff | | MemVR | 47.1 | Not recorded | 69d33def7d0172140ec735ff | | Baseline | 46.7 | Not recorded | 69d33def7d0172140ec735ff | | DINO-HEAL | 46.7 | Not recorded | 69d33def7d0172140ec735ff | | VCD | 40.17 | Not recorded | 69d33def7d0172140ec735ff | ### VCD Accuracy: 73.84. Result ID: 69d3736e47f34ce924bb6302. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### STEAR Accuracy: 72.37. Result ID: 69d3736e47f34ce924bb6306. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### TCD Accuracy: 70.66. Result ID: 69d3736e47f34ce924bb6304. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### DINO-HEAL Accuracy: 70.28. Result ID: 69d3736e47f34ce924bb6305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### Baseline Accuracy: 69.44. Result ID: 69d3736e47f34ce924bb6301. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### MemVR Accuracy: 67.48. Result ID: 69d3736e47f34ce924bb6303. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL2.5-8B"}. This record does not assert independent reproduction. ### STEAR Accuracy: 67.48. Result ID: 69d3736e47f34ce924bb630c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### DINO-HEAL Accuracy: 64.79. Result ID: 69d3736e47f34ce924bb630b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### VCD Accuracy: 64.06. Result ID: 69d3736e47f34ce924bb6308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### MemVR Accuracy: 64.06. Result ID: 69d3736e47f34ce924bb6309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### Baseline Accuracy: 63.81. Result ID: 69d3736e47f34ce924bb6307. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### TCD Accuracy: 62.35. Result ID: 69d3736e47f34ce924bb630a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### STEAR Accuracy: 54.77. Result ID: 69d3736e47f34ce924bb6300. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### TCD Accuracy: 51.62. Result ID: 69d3736e47f34ce924bb62fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### MemVR Accuracy: 47.1. Result ID: 69d3736e47f34ce924bb62fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### Baseline Accuracy: 46.7. Result ID: 69d3736e47f34ce924bb62fb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### DINO-HEAL Accuracy: 46.7. Result ID: 69d3736e47f34ce924bb62ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. ### VCD Accuracy: 40.17. Result ID: 69d3736e47f34ce924bb62fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaVA-Video-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.