ResearchBenchmarksAudiovisual Understanding & Reasoning on AVHBench AVMAudiovisual Understanding & Reasoning on AVHBench AVMFollow61.6ScoreTAC-V50.05653.05356.0559.047Feb 17, 2026Evaluation resultsMethodMethodLinksScoreTAC-VArchitecture=Describer...Architecture=Describer + Text-only Reasoner, Reasoner=Gemini32026.0261.6OneLLMArchitecture=Native MLLMArchitecture=Native MLLM2026.0260.1TAC-VArchitecture=Describer...Architecture=Describer + Text-only Reasoner, Reasoner=Qwen32026.0256.7VLMArchitecture=Describer...Architecture=Describer + Text-only Reasoner, Reasoner=Qwen32026.0250.5