Yayi2 30B Llama By cognitivecomputations: Benchmarks, Features and Detailed Analysis. Insights on Yayi2 30B Llama.

Arxiv:2307.09288 Autotrain compatible En Endpoints compatible Llama Model-index Region:us Safetensors Sharded Tensorflow Zh

Model Card on HF 🤗: https://huggingface.co/cognitivecomputations/yayi2-30b-llama

Yayi2 30B Llama Benchmarks

ARC: 35.67 vs 96.7 (so35)^-63.1%

HellaSwag: 53.37 vs 95.3 (gpt4)^-44%

MMLU: 70.6 vs 88.3 (so35)^-20%

TruthfulQA: 49.08 vs 59 (gpt4)^-16.8%

WinoGrande: 63.14 vs 87.5 (gpt4)^-27.8%

GSM8K: 18.88 vs 96.4 (so35)^-80.4%

LLME Score: 0.17325

^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)

Yayi2 30B Llama (cognitivecomputations/yayi2-30b-llama)

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Yayi2 30B Llama Parameters and Internals

Model Type

text-generation

Use Cases

Areas:

research, commercial applications

Limitations:

Potential biases based on training data

Additional Notes

The model uses advanced techniques like RLHF for better alignment with human values.

Supported Languages

zh (multilingual), en (multilingual)

Training Details

Data Sources:

multilingual data

Data Volume:

2.65 trillion tokens

Methodology:

Transformer-based, supervised fine-tuning with millions of instructions and reinforcement learning from human feedback (RLHF)

Context Length:

4096

Model Architecture:

64 layers, 64 heads, hidden size 7168, vocabulary size 81920

LLM Name	Yayi2 30B Llama
Repository 🤗	https://huggingface.co/cognitivecomputations/yayi2-30b-llama
Model Size	30b
Required VRAM	121.2 GB
Updated	2025-07-13
Maintainer	cognitivecomputations
Model Type	llama
Model Files	4.6 GB: 1-of-27 4.6 GB: 2-of-27 4.5 GB: 3-of-27 4.6 GB: 4-of-27 4.5 GB: 5-of-27 4.6 GB: 6-of-27 4.5 GB: 7-of-27 4.6 GB: 8-of-27 4.5 GB: 9-of-27 4.6 GB: 10-of-27 4.5 GB: 11-of-27 4.6 GB: 12-of-27 4.5 GB: 13-of-27 4.6 GB: 14-of-27 4.5 GB: 15-of-27 4.6 GB: 16-of-27 4.5 GB: 17-of-27 4.6 GB: 18-of-27 4.5 GB: 19-of-27 4.6 GB: 20-of-27 4.5 GB: 21-of-27 4.6 GB: 22-of-27 4.5 GB: 23-of-27 4.6 GB: 24-of-27 4.5 GB: 25-of-27 4.6 GB: 26-of-27 2.8 GB: 27-of-27
Supported Languages	zh en
Model Architecture	LlamaForCausalLM
License	other
Context Length	4096
Model Max Length	4096
Transformers Version	4.36.2
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	81920
Torch Data Type	float32

Quantized Models of the Yayi2 30B Llama

Model	Likes	Downloads	VRAM
Yayi2 30B Llama GGUF	10	219	12 GB
Yayi2 30B Llama GPTQ	2	7	17 GB

Best Alternatives to Yayi2 30B Llama

Best Alternatives	Context / RAM	Downloads	Likes
TildeOpen 30B	64K / 60.9 GB	4304	88
Flash Llama 30M 20001	32K / 0.1 GB	1883	0
Smaug Slerp 30B V0.1	32K / 60.4 GB	5	0
Tenebra 30B Alpha01	16K / 65 GB	12	12
Llama33b 16K	16K / 65.2 GB	7	1
... Tokens By Perplexity Bottom K	4K / 5.4 GB	5	0
...lue Sample With Temperature2.0	4K / 5.4 GB	8	0
...via Sample With Temperature2.0	4K / 5.4 GB	5	0
... Tokens By Writing Style Top K	4K / 5.4 GB	5	0
Yayi2 30B Llama	4K / 121.2 GB	27	22

Note: green Score (e.g. "73.2") means that the model is better than cognitivecomputations/yayi2-30b-llama.

Rank the Yayi2 30B Llama Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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

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Original data from HuggingFace, OpenCompass and various public git repos.

Release v20241124

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