ResearchBenchmarksObject-Explanation Consistency on WOD-E2E (val)Object-Explanation Consistency on WOD-E2E (val)Follow98.1O -> E ConsistencydVLM-AD87.38890.16992.9595.731Dec 4, 2025Evaluation resultsMethodMethodLinksO -> E ConsistencyE -> O ConsistencyAverage ConsistencydVLM-ADDecoding Strategy=Diff...Decoding Strategy=Diff., Backbone=LLaDA-V2025.1298.198.398.2VLM-ADDecoding Strategy=AR,...Decoding Strategy=AR, Backbone=LLaVA-OV2025.1291.893.792.8OpenEMMADecoding Strategy=AR,...Decoding Strategy=AR, Backbone=InternVL3.52025.1289.485.187.3LightEMMADecoding Strategy=AR,...Decoding Strategy=AR, Backbone=Qwen3-VL2025.1287.88686.9