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dots.vlm1 Instruct

RedNote (Xiaohongshu) · 2025-08-06 · 672.3B parameters

Dots Studio's released dots.vlm1 instruction checkpoint combines a vision encoder trained from scratch with the DeepSeek V3 language model for general multimodal understanding and generation. Its original model card reports broad visual reasoning, OCR and document benchmarks; this artifact is separate from dots3-note Preview. Released on August 6, 2025, its checkpoint contains 672,323,119,104 parameters including the vision encoder and projector and excluding FP8 quantization-scale tensors. The supported context limit and native reasoning controls are not established by the reviewed card; architecture fields describe its language backbone, and the tokenizer assigns 128,858 distinct IDs rather than the padded 129,280 embedding rows.

Benchmark scores

BenchmarkScore
ZeroBench Main (dots.vlm1 report)4.0
ZeroBench Subquestions (dots.vlm1 report)26.6
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