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Recent Activity

michael-qiu new activity 9 minutes ago

inclusionAI/Ling-3.1-flash:Fix expert_swiglu_limit_list in modeling

CuiLong7 new activity about 1 hour ago

inclusionAI/ConceptEdit-12M:Clarification on Data Provenance and Licensing for Commercial Use

CuiLong7 new activity about 2 hours ago

inclusionAI/ConceptEdit-12M:License clarification: commercial training use given FLUX.2-klein-9B synthesis

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Papers

Intrinsic Distribution Matching

Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception

View all Papers

Team members 117
private

inclusionAI 's collections 42

Ling Med

inclusionAI/Ling-3.0-flash-Sante

Text Generation • 127B • Updated 12 days ago • 1.85k • 83
inclusionAI/Ling-3.0-flash-Sante-fp8

Text Generation • 127B • Updated 5 days ago • 128 • 3

Ming-3.0

inclusionAI/Ming-3.0-audio-flash

Audio-to-Audio • 128B • Updated 5 days ago • 1.38k • 72
inclusionAI/Ming-3.0-audio-tiny

Audio-to-Audio • 9B • Updated 5 days ago • 3.05k • 55
inclusionAI/Ming-3.0-asr-tiny

Automatic Speech Recognition • 9B • Updated 13 days ago • 2.57k • 47
inclusionAI/Ming-3.0-tts-tiny

Text-to-Speech • 9B • Updated 7 days ago • 3.28k • 52

UBTree

inclusionAI/Ling-3.0-flash-UBTree

Text Generation • 0.5B • Updated 6 days ago • 1.06k • 12
inclusionAI/Ling-3.0-tiny-UBTree

Text Generation • 0.2B • Updated 6 days ago • 1.25k • 13

Ling 3.0

inclusionAI/Ling-3.0-flash-dspark

Text Generation • 1B • Updated 22 days ago • 848 • 22
inclusionAI/Ling-3.0-tiny

Text Generation • 8B • Updated Sep 24 • 14.3k • 566
inclusionAI/Ling-3.0-tiny-fp8

8B • Updated Aug 19 • 1.51k • 31
inclusionAI/Ling-3.0-tiny-int4

8B • Updated Aug 19 • 1.31k • 35

LLaDA2.2

inclusionAI/LLaDA2.2-flash

Text Generation • 103B • Updated 20 days ago • 919 • 96
inclusionAI/LLaDA2.2-mini

Text Generation • 16B • Updated 20 days ago • 3.98k • 38

ConceptEdit

Unlocking the Potential of Image Editing via Concept Scaling and Dense Supervision

Paper • 2608.16812 • Published Aug 17 • 52
inclusionAI/ConceptEdit-12M

Updated Aug 25 • 17.2k • 59
inclusionAI/ConceptEdit-Bench

Preview • Updated Aug 24 • 63 • 2

Ring 2.6

Ring

inclusionAI/Ring-2.6-1T

Text Generation • 1T • Updated Sep 24 • 2.11k • 106

LLaDA2.1

LLaDA2.1: Speeding Up Text Diffusion via Token Editing

Paper • 2602.08676 • Published Feb 9 • 71
inclusionAI/LLaDA2.1-mini

Text Generation • 16B • Updated Apr 13 • 36.6k • 128
inclusionAI/LLaDA2.1-flash

Text Generation • 103B • Updated Apr 13 • 1.44k • 95

LingBot-Map

robbyant/lingbot-map

Updated 8 days ago • 360
robbyant/lingbot-map-demo

Viewer • Updated Jul 23 • 2.16k • 916 • 7

LingBot-World

robbyant/lingbot-world-base-cam

Image-to-Video • Updated Feb 2 • 348
robbyant/lingbot-world-base-act-preview

Image-to-Video • Updated Jul 8 • 22
robbyant/lingbot-world-fast

Image-to-Video • 19B • Updated Apr 2 • 63.4k • 23
robbyant/lingbot-world-fast-diffusers

Image-to-Video • 19B • Updated May 29 • 4.11k • 8

LingBot-VLA

robbyant/lingbot-vla-4b

4B • Updated Apr 30 • 655 • 33
robbyant/lingbot-vla-4b-depth

4B • Updated Apr 30 • 137 • 20
robbyant/lingbot-vla-4b-posttrain-robotwin

4B • Updated Apr 30 • 346 • 6
robbyant/lingbot-vla-4b-depth-posttrain-robotwin

4B • Updated Apr 30 • 26 • 3

Ling 2.5

The newest flagship non-reasoning model series.

inclusionAI/Ling-2.5-1T

Text Generation • 1T • Updated Sep 24 • 632 • 114

Ming 2.0

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 • 104B • Updated Sep 29 • 7.51k • 280
inclusionAI/Ming-omni-tts-16.8B-A3B

Text-to-Speech • 18B • Updated Jun 15 • 344 • 56
inclusionAI/Ming-omni-tts-0.5B

Text-to-Speech • 2B • Updated Feb 25 • 16.6k • 43
inclusionAI/Ming-omni-tts-tokenizer-12Hz

Audio-to-Audio • 0.8B • Updated Feb 25 • 168 • 10

Zooming-without-Zooming

Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception

Paper • 2602.11858 • Published Feb 12 • 62
inclusionAI/ZwZ-4B

Image-Text-to-Text • 5B • Updated Mar 4 • 955 • 34
inclusionAI/ZwZ-8B

Image-Text-to-Text • 9B • Updated Apr 13 • 318 • 50
inclusionAI/ZwZ-RL-VQA

Viewer • Updated May 28 • 111k • 2.25k • 17

Ling 2.0

inclusionAI/Ling-1T

Text Generation • 1000B • Updated Sep 24 • 3.07k • • 546
inclusionAI/Ling-flash-2.0

Text Generation • 103B • Updated Sep 24 • 3.86k • 222
inclusionAI/Ling-mini-2.0

Text Generation • 16B • Updated Sep 24 • 4.64k • 208
inclusionAI/Ling-mini-2.0-GGUF

16B • Updated Sep 25, 2025 • 1.41k • 28

TwinFlow

A collection of TwinFlow-accelerated diffusion models

TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows

Paper • 2512.05150 • Published Dec 3, 2025 • 76
inclusionAI/TwinFlow

Text-to-Image • Updated Dec 29, 2025 • 41 • 125
inclusionAI/TwinFlow-Z-Image-Turbo

Text-to-Image • Updated Dec 29, 2025 • 39 • 213

LLaDA

inclusionAI/LLaDA-MoE-7B-A1B-Base

Text Generation • 7B • Updated Oct 28, 2025 • 772 • 37
inclusionAI/LLaDA-MoE-7B-A1B-Instruct

7B • Updated Oct 28, 2025 • 12.6k • 77
inclusionAI/LLaDA-MoE-7B-A1B-Instruct-TD

7B • Updated Oct 28, 2025 • 177 • 11

GroveMoE

GroveMoE is an open-source family of large language models developed by the AGI Center, Ant Research Institute.

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts

Paper • 2508.07785 • Published Aug 11, 2025 • 29
inclusionAI/GroveMoE-Inst

Text Generation • 33B • Updated Sep 12, 2025 • 315 • 45
inclusionAI/GroveMoE-Base

Text Generation • 33B • Updated Sep 12, 2025 • 105 • 3

Ling

inclusionAI/Ling-lite-1.5-2507

Text Generation • 17B • Updated Aug 10, 2025 • 1.08k • 77
inclusionAI/Ling-lite-1.5-2506

Text Generation • 17B • Updated Jul 25, 2025 • 179 • 52
inclusionAI/Ling-lite-1.5

Text Generation • 17B • Updated Apr 13 • 1.45k • 57
inclusionAI/Ling-lite-base-1.5

Text Generation • 17B • Updated May 14, 2025 • 896 • 33

AReaL-boba-2

inclusionAI/AReaL-boba-2-8B

Text Generation • Updated Jun 13, 2025 • 1.07k • 28
inclusionAI/AReaL-boba-2-8B-Open

Text Generation • Updated Jun 4, 2025 • 220 • 19
inclusionAI/AReaL-boba-2-14B

Text Generation • Updated Jun 10, 2025 • 1.09k • 21
inclusionAI/AReaL-boba-2-14B-Open

Text Generation • Updated Jun 4, 2025 • 221 • 19

AReaL

inclusionAI/AReaL-1.5B-Preview-Stage-1

Updated Feb 24, 2025 • 18
inclusionAI/AReaL-1.5B-Preview-Stage-2

Updated Feb 24, 2025 • 186 • 18
inclusionAI/AReaL-1.5B-Preview-Stage-3

Updated Feb 24, 2025 • 191 • 18

Zooming-without-Zooming-v2

Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception

Paper • 2610.37037 • Published 7 days ago • 35
inclusionAI/ZwZ2-4B

Image-Text-to-Text • 5B • Updated 4 days ago • 591 • 12
inclusionAI/ZwZ2-9B

Image-Text-to-Text • 9B • Updated 4 days ago • 691 • 16
inclusionAI/ZwZ2-27B

Image-Text-to-Text • 27B • Updated 4 days ago • 695 • 13

Ling 3.1

inclusionAI/Ling-3.1-flash

Text Generation • 572B • Updated 9 minutes ago • 6.42k • • 160
inclusionAI/Ling-3.1-flash-base

Text Generation • 572B • Updated 8 days ago • 657 • 14
inclusionAI/Ling-3.1-flash-1019

Text Generation • 572B • Updated about 23 hours ago • 2.29k • 94

Ling 3.0 Fin

Ling 3.0 Fin Models

inclusionAI/Ling-3.0-flash-Fin

Text Generation • 127B • Updated Sep 24 • 1.96k • • 129
inclusionAI/FinFIRST

Viewer • Updated Sep 3 • 123 • 1.52k • 21
inclusionAI/Ling-3.0-flash-Fin-fp8

Text Generation • 127B • Updated Sep 10 • 279 • 3
inclusionAI/Ling-3.0-flash-Fin-int4

Text Generation • 127B • Updated Sep 10 • 235 • 3

LLaDA-Image

LLaDA-Image: Building Strong Image Generators with Fully Open Training Recipes

Paper • 2609.03796 • Published Sep 3 • 59
inclusionAI/LLaDA-Image

Text-to-Image • 7B • Updated Sep 4 • 6.34k • 94
inclusionAI/LLaDA-Image-Turbo

Text-to-Image • 7B • Updated Sep 4 • 474 • 49
inclusionAI/LLaDA-Image-FP8

Text-to-Image • 7B • Updated Sep 4 • 146 • 9

SingProbe

inclusionAI/SingStreamBench

Viewer • Updated Sep 1 • 210 • 115 • 7
inclusionAI/Ling-3.0-flash-singprobe

5.18M • Updated Sep 1 • 223 • 7
inclusionAI/Ling-3.0-tiny-singprobe

3.22M • Updated Sep 1 • 208 • 8
SingProbe Technical Report

Paper • 2608.30703 • Published Aug 31 • 11

SingGuard-NSFA

Extensible Guardrails for Agentic AI via Generative Reasoning and Real-Time Classification

inclusionAI/SingGuard-NSFA-0.8B

Image-Text-to-Text • 1B • Updated Jul 16 • 973 • 10
inclusionAI/SingGuard-NSFA-2B

Image-Text-to-Text • 3B • Updated Jul 16 • 222 • 3
inclusionAI/SingGuard-NSFA-4B

Image-Text-to-Text • 5B • Updated Jul 16 • 866 • 5
inclusionAI/SingGuard-NSFA-9B

Image-Text-to-Text • 9B • Updated Jul 16 • 230 • 6

Ling 2.6

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/Ling-2.6-1T

Text Generation • 1T • Updated Sep 24 • 2.05k • • 508
inclusionAI/Ling-2.6-flash

Text Generation • 107B • Updated Sep 24 • 7.09k • 506
inclusionAI/Ling-2.6-flash-fp8

107B • Updated Apr 28 • 204 • 13
inclusionAI/Ling-2.6-flash-int4

104B • Updated Apr 28 • 198 • 17

Sing-Guard

inclusionAI/SingGuard-2b

Image-Text-to-Text • 2B • Updated Aug 21 • 1.04k • 15
inclusionAI/SingGuard-4b

4B • Updated Jun 23 • 833 • 10
inclusionAI/SingGuard-8b

9B • Updated Jun 23 • 230 • 9
inclusionAI/SingGuard-2b-GGUF

2B • Updated Jun 23 • 490 • 4

LingBot-VA

robbyant/lingbot-va-base

Robotics • Updated Apr 24 • 34
robbyant/lingbot-va-posttrain-libero-long

Robotics • Updated Apr 24 • 3
robbyant/lingbot-va-posttrain-robotwin

Robotics • Updated Apr 24 • 11

LingBot-Depth

robbyant/lingbot-depth

Depth Estimation • Updated Jan 28 • 85
robbyant/lingbot-depth-pretrain-vitl-14

Depth Estimation • Updated Jan 28 • 9
robbyant/mdm_depth

Updated Apr 17 • 6.34k • 38

DR-Venus

inclusionAI/DR-Venus-4B-SFT

4B • Updated Apr 28 • 918 • 7
inclusionAI/DR-Venus-4B-RL

4B • Updated Jun 30 • 905 • 16
DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data

Paper • 2604.19859 • Published Apr 21 • 50
inclusionAI/DR-Venus-4B-RL-GGUF

4B • Updated Apr 28 • 201 • 9

Ring 2.5

inclusionAI/Ring-2.5-1T

Text Generation • 1T • Updated Sep 24 • 1.21k • 243

AReaL-SEA

inclusionAI/AReaL-SEA-235B-A22B

Text Generation • 235B • Updated Mar 2 • 914 • 5
inclusionAI/AReaL-tau2-telecom-user-sft-30B

33B • Updated Mar 5 • 1k • 1
inclusionAI/AReaL-tau2-airline-sft-30B

31B • Updated Mar 4 • 79 • 1
inclusionAI/AReaL-tau2-retail-sft-30B

31B • Updated Mar 4 • 601 • 1

Ring 2.0

inclusionAI/Ring-1T

Text Generation • 1000B • Updated Sep 24 • 1.15k • • 233
inclusionAI/Ring-flash-2.0

Text Generation • 103B • Updated Sep 24 • 1.24k • 104
inclusionAI/Ring-mini-2.0

Text Generation • 16B • Updated Sep 24 • 1.17k • 188
inclusionAI/Ring-mini-linear-2.0

Text Generation • 16B • Updated Oct 23, 2025 • 974 • 89

LLaDA2.0

LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model

Paper • 2604.20796 • Published Apr 22 • 89
inclusionAI/LLaDA2.0-Uni

Any-to-Any • 16B • Updated May 27 • 1.14k • 251
inclusionAI/LLaDA2.0-Uni-FP8

Any-to-Any • 16B • Updated May 27 • 68 • 5
LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Paper • 2512.15745 • Published Dec 10, 2025 • 89

Ring

Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling.

inclusionAI/Ring-lite

Text Generation • 17B • Updated Aug 18, 2025 • 856 • 49
inclusionAI/Ring-lite-2507

17B • Updated Aug 5, 2025 • 779 • 61
inclusionAI/Ring-lite-2506

17B • Updated Aug 6, 2025 • 758 • 36
inclusionAI/Ring-lite-distill-preview

Text Generation • 17B • Updated Sep 17, 2025 • 802 • 46

AWorld

The Agent Runtime for Self-Improvement

inclusionAI/Qwen3-32B-AWorld

Text Generation • 33B • Updated Sep 1, 2025 • 822 • 15
inclusionAI/V2P-7B

8B • Updated Oct 13, 2025 • 69 • 9

UI-Venus

UI-Venus-2 Technical Report

Paper • 2609.00028 • Published Aug 27 • 65
inclusionAI/UI-Venus-2-9B

Image-Text-to-Text • 1.47M • Updated Sep 2 • 11.8k • • 45
inclusionAI/VenusBench-CAPTCHA

Viewer • Updated Sep 2 • 219 • 1.68k • 7
UI-Venus-1.5 Technical Report

Paper • 2602.09082 • Published Feb 9 • 114

ASearcher

inclusionAI/ASearcher-Local-14B

Updated Aug 13, 2025 • 191 • 29
inclusionAI/ASearcher-Web-14B

Updated Aug 13, 2025 • 174 • 23
inclusionAI/ASearcher-Web-7B

Updated Aug 13, 2025 • 181 • 22
inclusionAI/ASearcher-Web-QwQ

Updated Aug 13, 2025 • 1.04k • 23

AReaL-boba

inclusionAI/AReaL-boba-Data

Preview • Updated Mar 29, 2025 • 149 • 25
inclusionAI/AReaL-boba-RL-7B

Updated Mar 30, 2025 • 1.04k • 21
inclusionAI/AReaL-boba-SFT-32B

Updated Mar 30, 2025 • 880 • 24

Ming

Ming-Omni: A Unified Multimodal Model for Perception and Generation

Paper • 2506.09344 • Published Jun 11, 2025 • 31
inclusionAI/Ming-Lite-Omni

Any-to-Any • 19B • Updated Oct 27, 2025 • 184 • 200
inclusionAI/Ming-Lite-Omni-1.5

Any-to-Any • 19B • Updated Aug 29, 2025 • 1.74k • 84
inclusionAI/Ming-UniAudio-16B-A3B

Any-to-Any • 18B • Updated Sep 24 • 175 • 80

Ling Med

inclusionAI/Ling-3.0-flash-Sante

Text Generation • 127B • Updated 12 days ago • 1.85k • 83
inclusionAI/Ling-3.0-flash-Sante-fp8

Text Generation • 127B • Updated 5 days ago • 128 • 3

Zooming-without-Zooming-v2

Zooming without Zooming v2: From Seeing Details to Connecting Evidence for Generalizable Multimodal Perception

Paper • 2610.37037 • Published 7 days ago • 35
inclusionAI/ZwZ2-4B

Image-Text-to-Text • 5B • Updated 4 days ago • 591 • 12
inclusionAI/ZwZ2-9B

Image-Text-to-Text • 9B • Updated 4 days ago • 691 • 16
inclusionAI/ZwZ2-27B

Image-Text-to-Text • 27B • Updated 4 days ago • 695 • 13

Ming-3.0

inclusionAI/Ming-3.0-audio-flash

Audio-to-Audio • 128B • Updated 5 days ago • 1.38k • 72
inclusionAI/Ming-3.0-audio-tiny

Audio-to-Audio • 9B • Updated 5 days ago • 3.05k • 55
inclusionAI/Ming-3.0-asr-tiny

Automatic Speech Recognition • 9B • Updated 13 days ago • 2.57k • 47
inclusionAI/Ming-3.0-tts-tiny

Text-to-Speech • 9B • Updated 7 days ago • 3.28k • 52

Ling 3.1

inclusionAI/Ling-3.1-flash

Text Generation • 572B • Updated 9 minutes ago • 6.42k • • 160
inclusionAI/Ling-3.1-flash-base

Text Generation • 572B • Updated 8 days ago • 657 • 14
inclusionAI/Ling-3.1-flash-1019

Text Generation • 572B • Updated about 23 hours ago • 2.29k • 94

UBTree

inclusionAI/Ling-3.0-flash-UBTree

Text Generation • 0.5B • Updated 6 days ago • 1.06k • 12
inclusionAI/Ling-3.0-tiny-UBTree

Text Generation • 0.2B • Updated 6 days ago • 1.25k • 13

Ling 3.0 Fin

Ling 3.0 Fin Models

inclusionAI/Ling-3.0-flash-Fin

Text Generation • 127B • Updated Sep 24 • 1.96k • • 129
inclusionAI/FinFIRST

Viewer • Updated Sep 3 • 123 • 1.52k • 21
inclusionAI/Ling-3.0-flash-Fin-fp8

Text Generation • 127B • Updated Sep 10 • 279 • 3
inclusionAI/Ling-3.0-flash-Fin-int4

Text Generation • 127B • Updated Sep 10 • 235 • 3

Ling 3.0

inclusionAI/Ling-3.0-flash-dspark

Text Generation • 1B • Updated 22 days ago • 848 • 22
inclusionAI/Ling-3.0-tiny

Text Generation • 8B • Updated Sep 24 • 14.3k • 566
inclusionAI/Ling-3.0-tiny-fp8

8B • Updated Aug 19 • 1.51k • 31
inclusionAI/Ling-3.0-tiny-int4

8B • Updated Aug 19 • 1.31k • 35

LLaDA-Image

LLaDA-Image: Building Strong Image Generators with Fully Open Training Recipes

Paper • 2609.03796 • Published Sep 3 • 59
inclusionAI/LLaDA-Image

Text-to-Image • 7B • Updated Sep 4 • 6.34k • 94
inclusionAI/LLaDA-Image-Turbo

Text-to-Image • 7B • Updated Sep 4 • 474 • 49
inclusionAI/LLaDA-Image-FP8

Text-to-Image • 7B • Updated Sep 4 • 146 • 9

LLaDA2.2

inclusionAI/LLaDA2.2-flash

Text Generation • 103B • Updated 20 days ago • 919 • 96
inclusionAI/LLaDA2.2-mini

Text Generation • 16B • Updated 20 days ago • 3.98k • 38

SingProbe

inclusionAI/SingStreamBench

Viewer • Updated Sep 1 • 210 • 115 • 7
inclusionAI/Ling-3.0-flash-singprobe

5.18M • Updated Sep 1 • 223 • 7
inclusionAI/Ling-3.0-tiny-singprobe

3.22M • Updated Sep 1 • 208 • 8
SingProbe Technical Report

Paper • 2608.30703 • Published Aug 31 • 11

ConceptEdit

Unlocking the Potential of Image Editing via Concept Scaling and Dense Supervision

Paper • 2608.16812 • Published Aug 17 • 52
inclusionAI/ConceptEdit-12M

Updated Aug 25 • 17.2k • 59
inclusionAI/ConceptEdit-Bench

Preview • Updated Aug 24 • 63 • 2

SingGuard-NSFA

Extensible Guardrails for Agentic AI via Generative Reasoning and Real-Time Classification

inclusionAI/SingGuard-NSFA-0.8B

Image-Text-to-Text • 1B • Updated Jul 16 • 973 • 10
inclusionAI/SingGuard-NSFA-2B

Image-Text-to-Text • 3B • Updated Jul 16 • 222 • 3
inclusionAI/SingGuard-NSFA-4B

Image-Text-to-Text • 5B • Updated Jul 16 • 866 • 5
inclusionAI/SingGuard-NSFA-9B

Image-Text-to-Text • 9B • Updated Jul 16 • 230 • 6

Ring 2.6

Ring

inclusionAI/Ring-2.6-1T

Text Generation • 1T • Updated Sep 24 • 2.11k • 106

Ling 2.6

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/Ling-2.6-1T

Text Generation • 1T • Updated Sep 24 • 2.05k • • 508
inclusionAI/Ling-2.6-flash

Text Generation • 107B • Updated Sep 24 • 7.09k • 506
inclusionAI/Ling-2.6-flash-fp8

107B • Updated Apr 28 • 204 • 13
inclusionAI/Ling-2.6-flash-int4

104B • Updated Apr 28 • 198 • 17

LLaDA2.1

LLaDA2.1: Speeding Up Text Diffusion via Token Editing

Paper • 2602.08676 • Published Feb 9 • 71
inclusionAI/LLaDA2.1-mini

Text Generation • 16B • Updated Apr 13 • 36.6k • 128
inclusionAI/LLaDA2.1-flash

Text Generation • 103B • Updated Apr 13 • 1.44k • 95

Sing-Guard

inclusionAI/SingGuard-2b

Image-Text-to-Text • 2B • Updated Aug 21 • 1.04k • 15
inclusionAI/SingGuard-4b

4B • Updated Jun 23 • 833 • 10
inclusionAI/SingGuard-8b

9B • Updated Jun 23 • 230 • 9
inclusionAI/SingGuard-2b-GGUF

2B • Updated Jun 23 • 490 • 4

LingBot-Map

robbyant/lingbot-map

Updated 8 days ago • 360
robbyant/lingbot-map-demo

Viewer • Updated Jul 23 • 2.16k • 916 • 7

LingBot-VA

robbyant/lingbot-va-base

Robotics • Updated Apr 24 • 34
robbyant/lingbot-va-posttrain-libero-long

Robotics • Updated Apr 24 • 3
robbyant/lingbot-va-posttrain-robotwin

Robotics • Updated Apr 24 • 11

LingBot-World

robbyant/lingbot-world-base-cam

Image-to-Video • Updated Feb 2 • 348
robbyant/lingbot-world-base-act-preview

Image-to-Video • Updated Jul 8 • 22
robbyant/lingbot-world-fast

Image-to-Video • 19B • Updated Apr 2 • 63.4k • 23
robbyant/lingbot-world-fast-diffusers

Image-to-Video • 19B • Updated May 29 • 4.11k • 8

LingBot-Depth

robbyant/lingbot-depth

Depth Estimation • Updated Jan 28 • 85
robbyant/lingbot-depth-pretrain-vitl-14

Depth Estimation • Updated Jan 28 • 9
robbyant/mdm_depth

Updated Apr 17 • 6.34k • 38

LingBot-VLA

robbyant/lingbot-vla-4b

4B • Updated Apr 30 • 655 • 33
robbyant/lingbot-vla-4b-depth

4B • Updated Apr 30 • 137 • 20
robbyant/lingbot-vla-4b-posttrain-robotwin

4B • Updated Apr 30 • 346 • 6
robbyant/lingbot-vla-4b-depth-posttrain-robotwin

4B • Updated Apr 30 • 26 • 3

DR-Venus

inclusionAI/DR-Venus-4B-SFT

4B • Updated Apr 28 • 918 • 7
inclusionAI/DR-Venus-4B-RL

4B • Updated Jun 30 • 905 • 16
DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data

Paper • 2604.19859 • Published Apr 21 • 50
inclusionAI/DR-Venus-4B-RL-GGUF

4B • Updated Apr 28 • 201 • 9

Ling 2.5

The newest flagship non-reasoning model series.

inclusionAI/Ling-2.5-1T

Text Generation • 1T • Updated Sep 24 • 632 • 114

Ring 2.5

inclusionAI/Ring-2.5-1T

Text Generation • 1T • Updated Sep 24 • 1.21k • 243

Ming 2.0

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 • 104B • Updated Sep 29 • 7.51k • 280
inclusionAI/Ming-omni-tts-16.8B-A3B

Text-to-Speech • 18B • Updated Jun 15 • 344 • 56
inclusionAI/Ming-omni-tts-0.5B

Text-to-Speech • 2B • Updated Feb 25 • 16.6k • 43
inclusionAI/Ming-omni-tts-tokenizer-12Hz

Audio-to-Audio • 0.8B • Updated Feb 25 • 168 • 10

AReaL-SEA

inclusionAI/AReaL-SEA-235B-A22B

Text Generation • 235B • Updated Mar 2 • 914 • 5
inclusionAI/AReaL-tau2-telecom-user-sft-30B

33B • Updated Mar 5 • 1k • 1
inclusionAI/AReaL-tau2-airline-sft-30B

31B • Updated Mar 4 • 79 • 1
inclusionAI/AReaL-tau2-retail-sft-30B

31B • Updated Mar 4 • 601 • 1

Zooming-without-Zooming

Zooming without Zooming: Region-to-Image Distillation for Fine-Grained Multimodal Perception

Paper • 2602.11858 • Published Feb 12 • 62
inclusionAI/ZwZ-4B

Image-Text-to-Text • 5B • Updated Mar 4 • 955 • 34
inclusionAI/ZwZ-8B

Image-Text-to-Text • 9B • Updated Apr 13 • 318 • 50
inclusionAI/ZwZ-RL-VQA

Viewer • Updated May 28 • 111k • 2.25k • 17

Ring 2.0

inclusionAI/Ring-1T

Text Generation • 1000B • Updated Sep 24 • 1.15k • • 233
inclusionAI/Ring-flash-2.0

Text Generation • 103B • Updated Sep 24 • 1.24k • 104
inclusionAI/Ring-mini-2.0

Text Generation • 16B • Updated Sep 24 • 1.17k • 188
inclusionAI/Ring-mini-linear-2.0

Text Generation • 16B • Updated Oct 23, 2025 • 974 • 89

Ling 2.0

inclusionAI/Ling-1T

Text Generation • 1000B • Updated Sep 24 • 3.07k • • 546
inclusionAI/Ling-flash-2.0

Text Generation • 103B • Updated Sep 24 • 3.86k • 222
inclusionAI/Ling-mini-2.0

Text Generation • 16B • Updated Sep 24 • 4.64k • 208
inclusionAI/Ling-mini-2.0-GGUF

16B • Updated Sep 25, 2025 • 1.41k • 28

LLaDA2.0

LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model

Paper • 2604.20796 • Published Apr 22 • 89
inclusionAI/LLaDA2.0-Uni

Any-to-Any • 16B • Updated May 27 • 1.14k • 251
inclusionAI/LLaDA2.0-Uni-FP8

Any-to-Any • 16B • Updated May 27 • 68 • 5
LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Paper • 2512.15745 • Published Dec 10, 2025 • 89

TwinFlow

A collection of TwinFlow-accelerated diffusion models

TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows

Paper • 2512.05150 • Published Dec 3, 2025 • 76
inclusionAI/TwinFlow

Text-to-Image • Updated Dec 29, 2025 • 41 • 125
inclusionAI/TwinFlow-Z-Image-Turbo

Text-to-Image • Updated Dec 29, 2025 • 39 • 213

Ring

Ring is a reasoning MoE LLM provided and open-sourced by InclusionAI, derived from Ling.

inclusionAI/Ring-lite

Text Generation • 17B • Updated Aug 18, 2025 • 856 • 49
inclusionAI/Ring-lite-2507

17B • Updated Aug 5, 2025 • 779 • 61
inclusionAI/Ring-lite-2506

17B • Updated Aug 6, 2025 • 758 • 36
inclusionAI/Ring-lite-distill-preview

Text Generation • 17B • Updated Sep 17, 2025 • 802 • 46

LLaDA

inclusionAI/LLaDA-MoE-7B-A1B-Base

Text Generation • 7B • Updated Oct 28, 2025 • 772 • 37
inclusionAI/LLaDA-MoE-7B-A1B-Instruct

7B • Updated Oct 28, 2025 • 12.6k • 77
inclusionAI/LLaDA-MoE-7B-A1B-Instruct-TD

7B • Updated Oct 28, 2025 • 177 • 11

AWorld

The Agent Runtime for Self-Improvement

inclusionAI/Qwen3-32B-AWorld

Text Generation • 33B • Updated Sep 1, 2025 • 822 • 15
inclusionAI/V2P-7B

8B • Updated Oct 13, 2025 • 69 • 9

GroveMoE

GroveMoE is an open-source family of large language models developed by the AGI Center, Ant Research Institute.

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts

Paper • 2508.07785 • Published Aug 11, 2025 • 29
inclusionAI/GroveMoE-Inst

Text Generation • 33B • Updated Sep 12, 2025 • 315 • 45
inclusionAI/GroveMoE-Base

Text Generation • 33B • Updated Sep 12, 2025 • 105 • 3

UI-Venus

UI-Venus-2 Technical Report

Paper • 2609.00028 • Published Aug 27 • 65
inclusionAI/UI-Venus-2-9B

Image-Text-to-Text • 1.47M • Updated Sep 2 • 11.8k • • 45
inclusionAI/VenusBench-CAPTCHA

Viewer • Updated Sep 2 • 219 • 1.68k • 7
UI-Venus-1.5 Technical Report

Paper • 2602.09082 • Published Feb 9 • 114

Ling

inclusionAI/Ling-lite-1.5-2507

Text Generation • 17B • Updated Aug 10, 2025 • 1.08k • 77
inclusionAI/Ling-lite-1.5-2506

Text Generation • 17B • Updated Jul 25, 2025 • 179 • 52
inclusionAI/Ling-lite-1.5

Text Generation • 17B • Updated Apr 13 • 1.45k • 57
inclusionAI/Ling-lite-base-1.5

Text Generation • 17B • Updated May 14, 2025 • 896 • 33

ASearcher

inclusionAI/ASearcher-Local-14B

Updated Aug 13, 2025 • 191 • 29
inclusionAI/ASearcher-Web-14B

Updated Aug 13, 2025 • 174 • 23
inclusionAI/ASearcher-Web-7B

Updated Aug 13, 2025 • 181 • 22
inclusionAI/ASearcher-Web-QwQ

Updated Aug 13, 2025 • 1.04k • 23

AReaL-boba-2

inclusionAI/AReaL-boba-2-8B

Text Generation • Updated Jun 13, 2025 • 1.07k • 28
inclusionAI/AReaL-boba-2-8B-Open

Text Generation • Updated Jun 4, 2025 • 220 • 19
inclusionAI/AReaL-boba-2-14B

Text Generation • Updated Jun 10, 2025 • 1.09k • 21
inclusionAI/AReaL-boba-2-14B-Open

Text Generation • Updated Jun 4, 2025 • 221 • 19

AReaL-boba

inclusionAI/AReaL-boba-Data

Preview • Updated Mar 29, 2025 • 149 • 25
inclusionAI/AReaL-boba-RL-7B

Updated Mar 30, 2025 • 1.04k • 21
inclusionAI/AReaL-boba-SFT-32B

Updated Mar 30, 2025 • 880 • 24

AReaL

inclusionAI/AReaL-1.5B-Preview-Stage-1

Updated Feb 24, 2025 • 18
inclusionAI/AReaL-1.5B-Preview-Stage-2

Updated Feb 24, 2025 • 186 • 18
inclusionAI/AReaL-1.5B-Preview-Stage-3

Updated Feb 24, 2025 • 191 • 18

Ming

Ming-Omni: A Unified Multimodal Model for Perception and Generation

Paper • 2506.09344 • Published Jun 11, 2025 • 31
inclusionAI/Ming-Lite-Omni

Any-to-Any • 19B • Updated Oct 27, 2025 • 184 • 200
inclusionAI/Ming-Lite-Omni-1.5

Any-to-Any • 19B • Updated Aug 29, 2025 • 1.74k • 84
inclusionAI/Ming-UniAudio-16B-A3B

Any-to-Any • 18B • Updated Sep 24 • 175 • 80

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