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GLM-4.6V

Zhipu AI (Z.ai) · 2025-12-08 · 107.7B parameters

GLM-4.6V is Zhipu AI's December 2025 open-weight vision-language MoE model with a language MoE marketed as 106 billion total parameters with 12 billion active, plus a vision stack, offering a 128K native multimodal context window. It introduces native multimodal function calling, allowing tools to consume and return images, video frames, and document pages directly for vision-grounded agentic tasks. It was released alongside the 9B GLM-4.6V-Flash variant for efficient local deployment.

Benchmark scores

BenchmarkScore
AA-LCR40.3
AA-LCR v1.148.7
AA-Omniscience Index-26.9
AgentVQA41.8
AgentVQA Egocentric Videos54.0
AgentVQA Games47.5
AgentVQA Robotics42.5
AgentVQA Spatial Planning39.5
AgentVQA Web Agents25.5
AIME 2025 (Artificial Analysis avg@10)85.3
Arena Text — Business, Management & Financial Ops (No Style Control)1359
Arena Text — Chinese (No Style Control)1425
Arena Text — Creative Writing (No Style Control)1347
Arena Text — English (No Style Control)1395
Arena Text — Entertainment, Sports & Media (No Style Control)1343
Arena Text — Exclude Ties (No Style Control)1347
Arena Text — Exclude Ties (Style Controlled)1352
Arena Text — Expert (No Style Control)1371
Arena Text — Hard Prompts (No Style Control)1368
Arena Text — Hard Prompts English (No Style Control)1391
Arena Text — Instruction Following (No Style Control)1350
Arena Text — Legal & Government (No Style Control)1393
Arena Text — Life, Physical & Social Science (No Style Control)1389
Arena Text — Longer Query (No Style Control)1357
Arena Text — Medicine & Healthcare (No Style Control)1389
Arena Text — Multi-turn (No Style Control)1359
Arena Text — Non-English (No Style Control)1359
Arena Text — Non-English (Style Controlled)1360
Arena Text — Russian (No Style Control)1339
Arena Text — Software & IT Services (No Style Control)1391
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