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

Ganga 1B by LingoIITGN

 »  All LLMs  »  LingoIITGN  »  Ganga 1B   URL Share it on

  110   

Ganga 1B is an open-source language model by LingoIITGN. Features: 1b LLM, VRAM: 4GB, Context: 128K, License: apache-2.0, LLM Explorer Score: 0.14.

  En   Endpoints compatible   Hi   Mistral   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/LingoIITGN/ganga-1b 

Ganga 1B Benchmarks

LLME Score: 0.1416
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Ganga 1B (LingoIITGN/ganga-1b)
🌟 Advertise your project 🚀

Ganga 1B Parameters and Internals

Model Type 
Autoregressive Language Model
Supported Languages 
hi (Bilingual (Primary)), en (Bilingual (Secondary))
Training Details 
Data Sources:
public domain web-crawled Hindi language data, including news articles, web documents, books, government publications, educational materials, and social media conversations
Context Length:
2048
Model Architecture:
decoder-only transformer model, featuring 16 layers, 32 attention heads, 2,048 embedding dimension, vocabulary size of 30,000, sliding window: 512, 7,168 intermediate dimension
LLM NameGanga 1B
Repository 🤗https://huggingface.co/LingoIITGN/ganga-1b 
Model Size1b
Required VRAM4 GB
Updated2026-05-18
MaintainerLingoIITGN
Model Typemistral
Model Files  4.0 GB
Supported Languageshi en
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length131072
Model Max Length131072
Transformers Version4.41.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<pad>
Vocabulary Size30000
Torch Data Typefloat32

Best Alternatives to Ganga 1B

Best Alternatives
Context / RAM
Downloads
Likes
Biinduct 1B Baseline32K / 2.2 GB120
MD Judge V0.132K / 14.4 GB88618
Nucleus 1B Alpha 132K / 2.3 GB1712
Mallam 1.1B 20K Instructions32K / 2.2 GB71
Experimental Mistral 1B V0032K / 3.5 GB173
Lmlab Mistral 1B Untrained32K / 4.5 GB357
Empty Phi 1B3K / 5.8 GB70
Phi Filtered 500M C12K / 0.7 GB80
Nucleus 1B GPTQ32K / 1 GB101
Mistral 1B GPTQ32K / 1 GB110
Note: green Score (e.g. "73.2") means that the model is better than LingoIITGN/ganga-1b.

Rank the Ganga 1B 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? 53972 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.
Check out Ag3ntum — our secure, self-hosted AI agent for server management.
Release v20260328a
  Support LLM Explorer