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Manovyadh 1.1B V1 by ShieldX

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Manovyadh 1.1B V1 is an open-source language model by ShieldX. Features: 1.1b LLM, VRAM: 0.1GB, License: apache-2.0, LLM Explorer Score: 0.12.

  Arxiv:1910.09700   Autotrain compatible Base model:finetune:unsloth/ti...   Base model:unsloth/tinyllama   Dataset:shieldx/manovyadh-3.5k   En   Endpoints compatible   Llama   Lora   Pytorch   Region:us   Safetensors   Tensorboard   Trl   Unsloth
Model Card on HF 🤗: https://huggingface.co/ShieldX/manovyadh-1.1B-v1 

Manovyadh 1.1B V1 Benchmarks

LLME Score: 0.11585
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Manovyadh 1.1B V1 (ShieldX/manovyadh-1.1B-v1)
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Manovyadh 1.1B V1 Parameters and Internals

Model Type 
text-generation
Use Cases 
Primary Use Cases:
base model for further finetuning, for fun
Limitations:
cannot be used for production purpose, not to be applied in real life health purpose, cannot be used to generate text for research or academic purposes
Additional Notes 
Developed by ShieldX with a focus on mental health counselling.
Training Details 
Data Sources:
ShieldX/manovyadh-3.5k
Methodology:
Finetuned on Tiny-Llama 1.1B Chat model
Training Time:
0.30 hours
Hardware Used:
1 X Tesla T4
Model Architecture:
Tiny-Llama 1.1B Chat
LLM NameManovyadh 1.1B V1
Repository 🤗https://huggingface.co/ShieldX/manovyadh-1.1B-v1 
Base Model(s)  Tinyllama   unsloth/tinyllama
Model Size1.1b
Required VRAM0.1 GB
Updated2025-11-12
MaintainerShieldX
Model Files  0.1 GB   2.2 GB   0.0 GB
Supported Languagesen
Model ArchitectureAutoModelForCausalLM
Licenseapache-2.0
Model Max Length4096
Is Biasednone
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesdown_proj|up_proj|o_proj|v_proj|gate_proj|q_proj|k_proj
LoRA Alpha32
LoRA Dropout0
R Param32

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Note: green Score (e.g. "73.2") means that the model is better than ShieldX/manovyadh-1.1B-v1.

Rank the Manovyadh 1.1B V1 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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