What are the hardware requirements for Ring 1T Preview?

Ring 1T Preview requires approximately 575 GB of VRAM and supports a context window of 32K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Ring 1T Preview and how large is it?

Ring 1T Preview is developed by inclusionAI, a model with 999.7b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

How does Ring 1T Preview perform on standard benchmarks?

Ring 1T Preview has the following published scores: LMSYS ELO 1393. Compare against reference models on this page or on the LLM Explorer leaderboards.

Ring 1T Preview by inclusionAI — VRAM 575GB, 32K context

Name: Ring 1T Preview
Author: inclusionAI

Ring 1T Preview is an open-source language model by inclusionAI. Features: 999.7b LLM, VRAM: 575GB, Context: 32K, License: mit, LLM Explorer Score: 0.37, ELO: 1393.

Arxiv:2510.18855 Bailing moe Conversational Custom code Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/inclusionAI/Ring-1T-preview

Ring 1T Preview Benchmarks

LMSys ELO 1393 vs 1272 (so35) 9.5%

^nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

What is the LLM Explorer Rank (Score)

Ring 1T Preview Parameters and Internals

LLM Name	Ring 1T Preview
Repository 🤗	https://huggingface.co/inclusionAI/Ring-1T-preview
Base Model(s)	inclusionAI/Ling-1T-base-2.0 inclusionAI/Ling-1T-base-2.0
Model Size	999.7b
Required VRAM	575 GB
Updated	2026-06-13
Maintainer	inclusionAI
Model Type	bailing_moe
Model Files	2.6 GB: 1-of-155 17.2 GB: 2-of-155 8.6 GB: 3-of-155 17.2 GB: 4-of-155 10.4 GB: 5-of-155 3.2 GB: 6-of-155 17.2 GB: 7-of-155 8.6 GB: 8-of-155 17.2 GB: 9-of-155 8.6 GB: 10-of-155 17.2 GB: 11-of-155 10.4 GB: 12-of-155 17.2 GB: 13-of-155 8.6 GB: 14-of-155 17.2 GB: 15-of-155 8.8 GB: 16-of-155 17.2 GB: 17-of-155 8.6 GB: 18-of-155 17.2 GB: 19-of-155 10.0 GB: 20-of-155 17.2 GB: 21-of-155 8.6 GB: 22-of-155 17.2 GB: 23-of-155 8.8 GB: 24-of-155 17.2 GB: 25-of-155 8.6 GB: 26-of-155 17.2 GB: 27-of-155 10.0 GB: 28-of-155 17.2 GB: 29-of-155 8.8 GB: 30-of-155 17.2 GB: 31-of-155 8.6 GB: 32-of-155 17.2 GB: 33-of-155 8.6 GB: 34-of-155 17.2 GB: 35-of-155 10.2 GB: 36-of-155 17.2 GB: 37-of-155 8.6 GB: 38-of-155 17.2 GB: 39-of-155 8.6 GB: 40-of-155 17.2 GB: 41-of-155 8.6 GB: 42-of-155 17.2 GB: 43-of-155 10.2 GB: 44-of-155 17.2 GB: 45-of-155
Model Architecture	BailingMoeV2ForCausalLM
License	mit
Context Length	32768
Model Max Length	32768
Transformers Version	4.52.3
Vocabulary Size	157184
Torch Data Type	bfloat16

Rank the Ring 1T Preview capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to Ring 1T Preview

Best Alternatives	Context / RAM	Downloads	Likes
Ring 1T	64K / 544.8 GB	223	231
Ling 1T	32K / 575.4 GB	2434	543

Note: green Score (e.g. "73.2") means that the model is better than inclusionAI/Ring-1T-preview.