Ling-2.6 series is designed for real-world agents that require fast responses, strong execution, and high token efficiency, with several sized SKUs.
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Papers
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data
The newest flagship non-reasoning model series.
Ming is the multi-modal series of any-to-any models developed by Ant Ling team.
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inclusionAI/Ming-flash-omni-2.0
Any-to-Any β’ Updated β’ 5.44k β’ 265 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech β’ 18B β’ Updated β’ 192 β’ 34 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech β’ 2B β’ Updated β’ 4.68k β’ 36 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio β’ 0.8B β’ Updated β’ 26 β’ 9
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Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Paper β’ 2602.11858 β’ Published β’ 63 -
inclusionAI/ZwZ-4B
Image-Text-to-Text β’ 5B β’ Updated β’ 264 β’ 32 -
inclusionAI/ZwZ-8B
Image-Text-to-Text β’ 9B β’ Updated β’ 390 β’ 45 -
inclusionAI/ZwZ-RL-VQA
Viewer β’ Updated β’ 111k β’ 1.98k β’ 13
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inclusionAI/Ring-1T
Text Generation β’ Updated β’ 118 β’ β’ 231 -
inclusionAI/Ring-1T-FP8
Text Generation β’ 1000B β’ Updated β’ 1.95k β’ 20 -
inclusionAI/Ring-1T-preview
Text Generation β’ Updated β’ 28 β’ 268 -
inclusionAI/Ring-1T-preview-FP8
Text Generation β’ 1000B β’ Updated β’ 17 β’ 4
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LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper β’ 2604.20796 β’ Published β’ 239 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any β’ 16B β’ Updated β’ 1.81k β’ 243 -
inclusionAI/LLaDA2.0-Uni-FP8
Any-to-Any β’ 16B β’ Updated β’ 37 β’ 3 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper β’ 2512.15745 β’ Published β’ 88
Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling.
The Agent Runtime for Self-Improvement
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UI-Venus-1.5 Technical Report
Paper β’ 2602.09082 β’ Published β’ 157 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text β’ 31B β’ Updated β’ 2.89k β’ 28 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text β’ 9B β’ Updated β’ 6.63k β’ 27 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text β’ 2B β’ Updated β’ 2.13k β’ 37
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Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper β’ 2506.09344 β’ Published β’ 32 -
inclusionAI/Ming-Lite-Omni
Any-to-Any β’ 19B β’ Updated β’ 51 β’ 199 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any β’ Updated β’ 155 β’ 86 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any β’ 18B β’ Updated β’ 81 β’ 79
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inclusionAI/DR-Venus-4B-SFT
4B β’ Updated β’ 562 β’ 7 -
inclusionAI/DR-Venus-4B-RL
4B β’ Updated β’ 739 β’ 12 -
DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data
Paper β’ 2604.19859 β’ Published β’ 51 -
inclusionAI/DR-Venus-4B-RL-GGUF
4B β’ Updated β’ 1.16k β’ 10
A collection of TwinFlow-accelerated diffusion models
GroveMoE is an open-source family of large language models developed by the AGI Center, Ant Research Institute.
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inclusionAI/Ling-lite-1.5-2507
Text Generation β’ 17B β’ Updated β’ 39 β’ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation β’ 17B β’ Updated β’ 64 β’ 53 -
inclusionAI/Ling-lite-1.5
Text Generation β’ 17B β’ Updated β’ 35.2k β’ 58 -
inclusionAI/Ling-lite-base-1.5
Text Generation β’ 17B β’ Updated β’ 34 β’ 34
AReaL-boba-2
Ling-2.6 series is designed for real-world agents that require fast responses, strong execution, and high token efficiency, with several sized SKUs.
-
inclusionAI/DR-Venus-4B-SFT
4B β’ Updated β’ 562 β’ 7 -
inclusionAI/DR-Venus-4B-RL
4B β’ Updated β’ 739 β’ 12 -
DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data
Paper β’ 2604.19859 β’ Published β’ 51 -
inclusionAI/DR-Venus-4B-RL-GGUF
4B β’ Updated β’ 1.16k β’ 10
The newest flagship non-reasoning model series.
Ming is the multi-modal series of any-to-any models developed by Ant Ling team.
-
inclusionAI/Ming-flash-omni-2.0
Any-to-Any β’ Updated β’ 5.44k β’ 265 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech β’ 18B β’ Updated β’ 192 β’ 34 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech β’ 2B β’ Updated β’ 4.68k β’ 36 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio β’ 0.8B β’ Updated β’ 26 β’ 9
-
Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Paper β’ 2602.11858 β’ Published β’ 63 -
inclusionAI/ZwZ-4B
Image-Text-to-Text β’ 5B β’ Updated β’ 264 β’ 32 -
inclusionAI/ZwZ-8B
Image-Text-to-Text β’ 9B β’ Updated β’ 390 β’ 45 -
inclusionAI/ZwZ-RL-VQA
Viewer β’ Updated β’ 111k β’ 1.98k β’ 13
-
inclusionAI/Ring-1T
Text Generation β’ Updated β’ 118 β’ β’ 231 -
inclusionAI/Ring-1T-FP8
Text Generation β’ 1000B β’ Updated β’ 1.95k β’ 20 -
inclusionAI/Ring-1T-preview
Text Generation β’ Updated β’ 28 β’ 268 -
inclusionAI/Ring-1T-preview-FP8
Text Generation β’ 1000B β’ Updated β’ 17 β’ 4
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LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper β’ 2604.20796 β’ Published β’ 239 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any β’ 16B β’ Updated β’ 1.81k β’ 243 -
inclusionAI/LLaDA2.0-Uni-FP8
Any-to-Any β’ 16B β’ Updated β’ 37 β’ 3 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper β’ 2512.15745 β’ Published β’ 88
A collection of TwinFlow-accelerated diffusion models
Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling.
The Agent Runtime for Self-Improvement
GroveMoE is an open-source family of large language models developed by the AGI Center, Ant Research Institute.
-
UI-Venus-1.5 Technical Report
Paper β’ 2602.09082 β’ Published β’ 157 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text β’ 31B β’ Updated β’ 2.89k β’ 28 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text β’ 9B β’ Updated β’ 6.63k β’ 27 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text β’ 2B β’ Updated β’ 2.13k β’ 37
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inclusionAI/Ling-lite-1.5-2507
Text Generation β’ 17B β’ Updated β’ 39 β’ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation β’ 17B β’ Updated β’ 64 β’ 53 -
inclusionAI/Ling-lite-1.5
Text Generation β’ 17B β’ Updated β’ 35.2k β’ 58 -
inclusionAI/Ling-lite-base-1.5
Text Generation β’ 17B β’ Updated β’ 34 β’ 34
AReaL-boba-2
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Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper β’ 2506.09344 β’ Published β’ 32 -
inclusionAI/Ming-Lite-Omni
Any-to-Any β’ 19B β’ Updated β’ 51 β’ 199 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any β’ Updated β’ 155 β’ 86 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any β’ 18B β’ Updated β’ 81 β’ 79