LLM EXPLORER
 LLM Explorer: A Curated Large Language Model Directory and Analytics
Dark Theme
  LLM  List    LLM Hosting    LLM Leaderboards    Blog    Newsfeed    Advertise

CognitiveFusion2 4x7B BF16 by Kquant03

 »  All LLMs  »  Kquant03  »  CognitiveFusion2 4x7B BF16   URL Share it on

  4462   
  Arxiv:2101.03961   Autotrain compatible   En   Endpoints compatible   Merge   Mixtral   Moe   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Kquant03/CognitiveFusion2-4x7B-BF16 

CognitiveFusion2 4x7B BF16 Benchmarks

MMLU Pro: 19.92
GPQA: 4.81
MUSR: 9.95
BBH: 17.69
IFEval: 35.67 vs 88 (so35)-59.5%
ARC: 73.38 vs 96.7 (so35)-24.1%
HellaSwag: 89.18 vs 95.3 (gpt4)-6.4%
MMLU: 64.32 vs 88.3 (so35)-27.2%
TruthfulQA: 78.12 vs 59 (gpt4)32.4%
WinoGrande: 84.93 vs 87.5 (gpt4)-2.9%
GSM8K: 71.27 vs 96.4 (so35)-26.1%
MATH Lvl 5: 5.51
LLME Score: 0.27242
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
CognitiveFusion2 4x7B BF16 (Kquant03/CognitiveFusion2-4x7B-BF16)

CognitiveFusion2 4x7B BF16 Parameters and Internals

Model Type 
MoE, Transformer
Additional Notes 
This model employs the Mixture of Experts (MoE) framework, which enables efficient pretraining and faster inference by utilizing specific experts in its network.
Supported Languages 
en (Proficient)
LLM NameCognitiveFusion2 4x7B BF16
Repository 🤗https://huggingface.co/Kquant03/CognitiveFusion2-4x7B-BF16 
Model Size24.2b
Required VRAM48.3 GB
Updated2025-01-13
MaintainerKquant03
Model Typemixtral
Model Files  9.9 GB: 1-of-5   10.0 GB: 2-of-5   10.0 GB: 3-of-5   10.0 GB: 4-of-5   8.4 GB: 5-of-5
Supported Languagesen
Model ArchitectureMixtralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.38.2
Tokenizer ClassLlamaTokenizer
Padding Token<s>
Vocabulary Size32000
Torch Data Typebfloat16

Best Alternatives to CognitiveFusion2 4x7B BF16

Best Alternatives
Context / RAM
Downloads
Likes
Dzakwan MoE 4x7b Beta32K / 48.4 GB58480
Beyonder 4x7B V332K / 48.3 GB608258
Calme 4x7B MoE V0.232K / 48.3 GB65972
Calme 4x7B MoE V0.132K / 48.3 GB59382
Mera Mix 4x7B32K / 48.3 GB422618
Proto Athena 4x7B32K / 48.4 GB50
Proto Athena V0.2 4x7B32K / 48.4 GB50
MixtureofMerges MoE 4x7b V532K / 48.3 GB39921
MixtureofMerges MoE 4x7b V432K / 48.3 GB39834
NeuralStar FusionWriter 4x7b32K / 48.3 GB295
Note: green Score (e.g. "73.2") means that the model is better than Kquant03/CognitiveFusion2-4x7B-BF16.

Rank the CognitiveFusion2 4x7B BF16 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  

What open-source LLMs or SLMs are you in search of? 41301 in total.

Email us: info@extractum.io. Our Privacy Policy  | Terms and Conditions  | Suggest an improvement.
Our Social Media →  
Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227
  Support LLM Explorer