Arxiv:2506.14731 Bailing moe Base model:finetune:inclusiona... Base model:inclusionai/ling-li... Custom code En Region:us Safetensors Sharded Tensorflow Zh
Model Card on HF 🤗: https://huggingface.co/inclusionAI/Ring-lite-2507
Ring Lite 2507 Benchmarks
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 Lite 2507 Parameters and Internals
| LLM Name | Ring Lite 2507 |
| Repository 🤗 | https://huggingface.co/inclusionAI/Ring-lite-2507 |
| Base Model(s) | |
| Model Size | 16.8b |
| Required VRAM | 33.6 GB |
| Updated | 2025-09-23 |
| Maintainer | inclusionAI |
| Model Type | bailing_moe |
| Model Files | |
| Supported Languages | zh en |
| Model Architecture | BailingMoeForCausalLM |
| License | mit |
| Context Length | 32768 |
| Model Max Length | 32768 |
| Transformers Version | 4.51.1 |
| Tokenizer Class | PreTrainedTokenizer |
| Padding Token | <|endoftext|> |
| Vocabulary Size | 126464 |
| Torch Data Type | bfloat16 |
Best Alternatives to Ring Lite 2507
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| Ling Lite 1.5 2507 | 32K / 33.6 GB | 184 | 75 |
| Ling Lite 1.5 2506 | 32K / 33.6 GB | 117 | 52 |
| Ling Lite | 32K / 24.8 GB | 239 | 76 |
| Ring Lite Distill Preview | 16K / 33.6 GB | 95 | 44 |
| Ling Lite Base | 16K / 33.6 GB | 129 | 28 |
| Ling Coder Lite | 4K / 33.6 GB | 113 | 47 |
| Ling Coder Lite Base | 4K / 33.6 GB | 81 | 26 |
Note: green Score (e.g. "73.2") means that the model is better than inclusionAI/Ring-lite-2507 .
Rank the Ring Lite 2507 Capabilities
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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124