Ring
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Papers
SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning
Rethinking Shrinkage Bias in LLM FP4 Pretraining: Geometric Origin, Systemic Impact, and UFP4 Recipe
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¢ 104B ā¢ Updated ā¢ 2.49k ā¢ 269 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech ā¢ 18B ā¢ Updated ā¢ 1.75k ā¢ 54 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech ā¢ 2B ā¢ Updated ā¢ 16.4k ā¢ 38 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio ā¢ 0.8B ā¢ Updated ā¢ 17 ā¢ 12
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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¢ 101 ā¢ 33 -
inclusionAI/ZwZ-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 235 ā¢ 47 -
inclusionAI/ZwZ-RL-VQA
Viewer ā¢ Updated ā¢ 111k ā¢ 1.66k ā¢ 17
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inclusionAI/Ling-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 2.76k ā¢ ā¢ 543 -
inclusionAI/Ling-flash-2.0
Text Generation ā¢ 103B ā¢ Updated ā¢ 1.56k ā¢ 216 -
inclusionAI/Ling-mini-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 36.7k ā¢ 196 -
inclusionAI/Ling-mini-2.0-GGUF
16B ā¢ Updated ā¢ 1.49k ā¢ 27
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¢ 63 ā¢ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation ā¢ 17B ā¢ Updated ā¢ 52 ā¢ 53 -
inclusionAI/Ling-lite-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 46.6k ā¢ 58 -
inclusionAI/Ling-lite-base-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 27 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.
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inclusionAI/Ring-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 126 ā¢ ā¢ 233 -
inclusionAI/Ring-1T-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 523 ā¢ 20 -
inclusionAI/Ring-1T-preview
Text Generation ā¢ 1000B ā¢ Updated ā¢ 17 ā¢ 268 -
inclusionAI/Ring-1T-preview-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 7 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¢ 245 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 6.75k ā¢ 248 -
inclusionAI/LLaDA2.0-Uni-FP8
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 4.34k ā¢ 6 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper ā¢ 2512.15745 ā¢ Published ā¢ 90
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¢ 158 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text ā¢ 31B ā¢ Updated ā¢ 1.09k ā¢ 33 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 6.02k ā¢ 28 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text ā¢ 2B ā¢ Updated ā¢ 992 ā¢ 39
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Ming-Omni: A Unified Multimodal Model for Perception and Generation
Paper ā¢ 2506.09344 ā¢ Published ā¢ 33 -
inclusionAI/Ming-Lite-Omni
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 37 ā¢ 200 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 264 ā¢ 86 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any ā¢ 18B ā¢ Updated ā¢ 49 ā¢ 80
Ring
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¢ 104B ā¢ Updated ā¢ 2.49k ā¢ 269 -
inclusionAI/Ming-omni-tts-16.8B-A3B
Text-to-Speech ā¢ 18B ā¢ Updated ā¢ 1.75k ā¢ 54 -
inclusionAI/Ming-omni-tts-0.5B
Text-to-Speech ā¢ 2B ā¢ Updated ā¢ 16.4k ā¢ 38 -
inclusionAI/Ming-omni-tts-tokenizer-12Hz
Audio-to-Audio ā¢ 0.8B ā¢ Updated ā¢ 17 ā¢ 12
-
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¢ 101 ā¢ 33 -
inclusionAI/ZwZ-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 235 ā¢ 47 -
inclusionAI/ZwZ-RL-VQA
Viewer ā¢ Updated ā¢ 111k ā¢ 1.66k ā¢ 17
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inclusionAI/Ring-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 126 ā¢ ā¢ 233 -
inclusionAI/Ring-1T-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 523 ā¢ 20 -
inclusionAI/Ring-1T-preview
Text Generation ā¢ 1000B ā¢ Updated ā¢ 17 ā¢ 268 -
inclusionAI/Ring-1T-preview-FP8
Text Generation ā¢ 1000B ā¢ Updated ā¢ 7 ā¢ 4
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inclusionAI/Ling-1T
Text Generation ā¢ 1000B ā¢ Updated ā¢ 2.76k ā¢ ā¢ 543 -
inclusionAI/Ling-flash-2.0
Text Generation ā¢ 103B ā¢ Updated ā¢ 1.56k ā¢ 216 -
inclusionAI/Ling-mini-2.0
Text Generation ā¢ 16B ā¢ Updated ā¢ 36.7k ā¢ 196 -
inclusionAI/Ling-mini-2.0-GGUF
16B ā¢ Updated ā¢ 1.49k ā¢ 27
-
LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
Paper ā¢ 2604.20796 ā¢ Published ā¢ 245 -
inclusionAI/LLaDA2.0-Uni
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 6.75k ā¢ 248 -
inclusionAI/LLaDA2.0-Uni-FP8
Any-to-Any ā¢ 16B ā¢ Updated ā¢ 4.34k ā¢ 6 -
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper ā¢ 2512.15745 ā¢ Published ā¢ 90
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¢ 158 -
inclusionAI/UI-Venus-1.5-30B-A3B
Image-Text-to-Text ā¢ 31B ā¢ Updated ā¢ 1.09k ā¢ 33 -
inclusionAI/UI-Venus-1.5-8B
Image-Text-to-Text ā¢ 9B ā¢ Updated ā¢ 6.02k ā¢ 28 -
inclusionAI/UI-Venus-1.5-2B
Image-Text-to-Text ā¢ 2B ā¢ Updated ā¢ 992 ā¢ 39
-
inclusionAI/Ling-lite-1.5-2507
Text Generation ā¢ 17B ā¢ Updated ā¢ 63 ā¢ 77 -
inclusionAI/Ling-lite-1.5-2506
Text Generation ā¢ 17B ā¢ Updated ā¢ 52 ā¢ 53 -
inclusionAI/Ling-lite-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 46.6k ā¢ 58 -
inclusionAI/Ling-lite-base-1.5
Text Generation ā¢ 17B ā¢ Updated ā¢ 27 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¢ 33 -
inclusionAI/Ming-Lite-Omni
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 37 ā¢ 200 -
inclusionAI/Ming-Lite-Omni-1.5
Any-to-Any ā¢ 19B ā¢ Updated ā¢ 264 ā¢ 86 -
inclusionAI/Ming-UniAudio-16B-A3B
Any-to-Any ā¢ 18B ā¢ Updated ā¢ 49 ā¢ 80