What are the hardware requirements for Yuren 13B Chatml?

Yuren 13B Chatml requires approximately 26.1 GB of VRAM and supports a context window of 4K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Yuren 13B Chatml and how large is it?

Yuren 13B Chatml is developed by pleisto, a model with 13b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

How does Yuren 13B Chatml perform on standard benchmarks?

Yuren 13B Chatml has the following published scores: MMLU 56.34. Compare against reference models on this page or on the LLM Explorer leaderboards.

Yuren 13B Chatml by pleisto — VRAM 26.1GB, 4K context

Name: Yuren 13B Chatml
Author: pleisto

Yuren 13B Chatml is an open-source language model by pleisto. Features: 13b LLM, VRAM: 26.1GB, Context: 4K, License: llama2, LLM Explorer Score: 0.11, Arc: 53.1, HellaSwag: 78, MMLU: 56.3, GSM8K: 28.1.

Arxiv:2009.03300 Dataset:b-mc2/sql-create-conte... Dataset:baai/coig Dataset:bigcode/the-stack Dataset:gsm8k Dataset:mc4 Dataset:niv0 Dataset:openassistant/oasst1 Dataset:pleisto/wikipedia-cn-2... Dataset:wenhu/theoremqa Dataset:zjunlp/knowlm-ie En Endpoints compatible Llama Llama2 Model-index Pytorch Region:us Safetensors Sharded Tensorflow Zh

Model Card on HF 🤗: https://huggingface.co/pleisto/yuren-13b-chatml

Yuren 13B Chatml Parameters and Internals

Model Type

text generation

Use Cases

Areas:

Information synthesis, Intelligent agents, Natural language understanding, SQL generation

Applications:

Data synthesis, Information extraction, SQL generation, Structured data output

Primary Use Cases:

Enterprise internal data processing, Building intelligent agents for business scenarios

Limitations:

Model is not intended for direct public services, Unforeseen issues may arise due to model complexity

Considerations:

Strongly recommend using within controlled environments with additional security measures.

Additional Notes

Primarily designed for enterprise internal use rather than public environments.

Supported Languages

zh (Advanced), en (Advanced)

Training Details

Data Sources:

bigcode/the-stack, mc4, pleisto/wikipedia-cn-20230720-filtered, gsm8k, OpenAssistant/oasst1, b-mc2/sql-create-context, niv0, BAAI/COIG, wenhu/TheoremQA, zjunlp/KnowLM-IE

Methodology:

Continuously trained based on Llama 2 with a focus on information synthesis and data-centric approaches.

Context Length:

4096

Training Time:

unknown

Model Architecture:

Extended Llama architecture with 13 billion parameters.

Responsible Ai Considerations

Mitigation Strategies:

Using additional security measures such as input/output filtering, reviewing, or restricting is advised.

Input Output

Input Format:

Prompts primarily in structured data or natural language queries for text generation models.

Accepted Modalities:

text

Output Format:

SQL statements, structured data responses, standard text completion formats.

Performance Tips:

Use in controlled environments with pre-validated input formats for optimal performance.

Release Notes

Version:

1.0

Date:

unknown

Notes:

Initial release with training and performance optimizations.

LLM Name	Yuren 13B Chatml
Repository 🤗	https://huggingface.co/pleisto/yuren-13b-chatml
Model Size	13b
Required VRAM	26.1 GB
Updated	2026-08-03
Maintainer	pleisto
Model Type	llama
Model Files	10.0 GB: 1-of-3 9.9 GB: 2-of-3 6.2 GB: 3-of-3 10.0 GB: 1-of-3 9.9 GB: 2-of-3 6.2 GB: 3-of-3
Supported Languages	zh en
Model Architecture	LlamaForCausalLM
License	llama2
Context Length	4096
Model Max Length	4096
Transformers Version	4.31.0
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	36864
Torch Data Type	bfloat16

Rank the Yuren 13B Chatml 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 Yuren 13B Chatml

Best Alternatives	Context / RAM	Downloads	Likes
Luminaura RP 13B	128K / 26 GB	9	1
Yarn Llama 2 13B 128K	128K / 26 GB	184	113
Agent Llama2 13B 80K	80K / 26.4 GB	5	0
Chat Llama2 13B 80K	80K / 52.8 GB	5	0
LongAlign 13B 64K	64K / 26 GB	96	13
LongAlign 13B 64K Base	64K / 26 GB	89	3
LongAlign 13B 64K	64K / 26 GB	11	13
LongAlign 13B 64K Base	64K / 26 GB	6	3
Openbuddy Llama2 13B V15p1 64K	64K / 26.1 GB	4	4
Openbuddy Llama2 13b64k V15	64K / 26.1 GB	12	2

Note: green Score (e.g. "73.2") means that the model is better than pleisto/yuren-13b-chatml.