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 ā¢ Updated ā¢ 7.13k ā¢ 262 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech ā¢ 18B ā¢ Updated ā¢ 381 ā¢ 33 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech ā¢ 2B ā¢ Updated ā¢ 5.89k ā¢ 35 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio ā¢ 0.8B ā¢ Updated ā¢ 20 ā¢ 9
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Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Paper ā¢ 2602.11858 ā¢ Published ā¢ 63 -
inclusionAI/ZwZ-4B
Image-Text-to-Text ā¢ 5B ā¢ Updated ā¢ 267 ā¢ 32 -
inclusionAI/ZwZ-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 9.18k ā¢ 45 -
inclusionAI/ZwZ-RL-VQA
Viewer ā¢ Updated ā¢ 74k ā¢ 1.15k ā¢ 13
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inclusionAI/Ring-1T
Text Generation ā¢ Updated ā¢ 133 ā¢ ā¢ 231 -
inclusionAI/Ring-1T-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 5.25k ā¢ 20 -
inclusionAI/Ring-1T-preview
Text Generation ā¢ Updated ā¢ 27 ā¢ 268 -
inclusionAI/Ring-1T-preview-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 10 ā¢ 4
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LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper ā¢ 2604.20796 ā¢ Published ā¢ 237 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 674 ā¢ 237 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper ā¢ 2512.15745 ā¢ Published ā¢ 88 -
inclusionAI/LLaDA2.0-mini-CAP
Text Generation ā¢ 16B ā¢ Updated ā¢ 5.6k ā¢ 10
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 ā¢ 2602.09082 ā¢ Published ā¢ 157 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text ā¢ 31B ā¢ Updated ā¢ 2.32k ā¢ 27 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 5.71k ā¢ 27 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text ā¢ 2B ā¢ Updated ā¢ 1.36k ā¢ 36
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Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper ā¢ 2506.09344 ā¢ Published ā¢ 32 -
inclusionAI/Ming-Lite-Omni
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 34 ā¢ 199 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any ā¢ Updated ā¢ 233 ā¢ 86 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any ā¢ 18B ā¢ Updated ā¢ 69 ā¢ 79
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 ā¢ 17B ā¢ Updated ā¢ 27 ā¢ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation ā¢ 17B ā¢ Updated ā¢ 60 ā¢ 53 -
inclusionAI/Ling-lite-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 28.1k ā¢ 58 -
inclusionAI/Ling-lite-base-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 24 ā¢ 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.
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 ā¢ Updated ā¢ 7.13k ā¢ 262 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech ā¢ 18B ā¢ Updated ā¢ 381 ā¢ 33 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech ā¢ 2B ā¢ Updated ā¢ 5.89k ā¢ 35 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio ā¢ 0.8B ā¢ Updated ā¢ 20 ā¢ 9
-
Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception
Paper ā¢ 2602.11858 ā¢ Published ā¢ 63 -
inclusionAI/ZwZ-4B
Image-Text-to-Text ā¢ 5B ā¢ Updated ā¢ 267 ā¢ 32 -
inclusionAI/ZwZ-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 9.18k ā¢ 45 -
inclusionAI/ZwZ-RL-VQA
Viewer ā¢ Updated ā¢ 74k ā¢ 1.15k ā¢ 13
-
inclusionAI/Ring-1T
Text Generation ā¢ Updated ā¢ 133 ā¢ ā¢ 231 -
inclusionAI/Ring-1T-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 5.25k ā¢ 20 -
inclusionAI/Ring-1T-preview
Text Generation ā¢ Updated ā¢ 27 ā¢ 268 -
inclusionAI/Ring-1T-preview-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 10 ā¢ 4
-
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper ā¢ 2604.20796 ā¢ Published ā¢ 237 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 674 ā¢ 237 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper ā¢ 2512.15745 ā¢ Published ā¢ 88 -
inclusionAI/LLaDA2.0-mini-CAP
Text Generation ā¢ 16B ā¢ Updated ā¢ 5.6k ā¢ 10
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 ā¢ 2602.09082 ā¢ Published ā¢ 157 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text ā¢ 31B ā¢ Updated ā¢ 2.32k ā¢ 27 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 5.71k ā¢ 27 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text ā¢ 2B ā¢ Updated ā¢ 1.36k ā¢ 36
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inclusionAI/Ling-lite-1.5-2507
Text Generation ā¢ 17B ā¢ Updated ā¢ 27 ā¢ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation ā¢ 17B ā¢ Updated ā¢ 60 ā¢ 53 -
inclusionAI/Ling-lite-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 28.1k ā¢ 58 -
inclusionAI/Ling-lite-base-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 24 ā¢ 34
AReaL-boba-2
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Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper ā¢ 2506.09344 ā¢ Published ā¢ 32 -
inclusionAI/Ming-Lite-Omni
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 34 ā¢ 199 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any ā¢ Updated ā¢ 233 ā¢ 86 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any ā¢ 18B ā¢ Updated ā¢ 69 ā¢ 79