Battle of the Models

Compare specific LLM models, context windows, and capabilities.

Nomic Embed

GPT4All

Intelligence Score 65/100

Model Popularity 0 votes

Context Window Local

Pricing Model Free / Open

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A-TIER

Ollama

Intelligence Score 85/100

Context Window 64K tokens

Pricing Model Free / Open

Model Popularity 0 votes

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FINAL VERDICT

With an intelligence score of 85/100 vs 65/100, DeepSeek Coder V2 outperforms Nomic Embed by 20 points.

Clear Winner: Significant performance advantage for DeepSeek Coder V2.

HEAD-TO-HEAD

Feature	Nomic Embed	DeepSeek Coder V2
Context Window	Local	64K tokens
Architecture	Transformer	Dense Transformer
Est. MMLU Score	~60-64%	~80-84%
Release Date	2024	2024
Pricing Model	Free Tier	Free Tier
Rate Limit (RPM)	Hardware dependent	Hardware limited
Daily Limit	Unlimited	Unlimited
Capabilities	No specific data	No specific data
Performance Tier	C-Tier (Good)	A-Tier (Excellent)
Speed Estimate	Medium	Medium
Primary Use Case	General Purpose	💻 Code Generation
Model Size	Undisclosed	Undisclosed
Limitations	Slower than GPU inference Limited to supported quantized formats UI is basic	Depends on your RAM/GPU Laptop fans will spin up Large models (70B+) need heavy hardware
Key Strengths	LocalDocs: Chat with your files privately Nomic Embed Text: High quality embeddings CPU Optimized (AVX2)	Local Inference: Data never leaves your device Modelfiles: Script your own system prompts API: Local REST API for app integration