Echo-DSRN-114M-v0.1.1

Model Card for ethicalabs/Echo-DSRN-114M-v0.1.1

[!WARNING] This repository contains experimental models designed strictly for academic evaluation and research purposes.

Critical Constraints:

• No Production Deployment: Experimental models must not be deployed in commercial, enterprise, or mission-critical environments under any circumstances.
• No Liability: Experimental models are provided "as-is" without warranties of any kind. The developers assume zero liability for downstream consequences, system integration failures, or regulatory non-compliance resulting from unauthorized deployment.

The Echo-DSRN(N) (Dual State Recurrent Neural Network, short name: Echo-DSRN, also know as echo) is a novel architecture specifically designed to be a viable alternative for low-resource tasks that are currently being inefficiently handled by the excessive scale of Large Language Models (LLMs) 🌱

⚠️ Important Notice

This is a research prototype and demo model.

• Not production-ready
• Will hallucinate and give incorrect answers
• Do not use for any real-world decisions
• Intended for architecture experimentation only

What Works

• Text generation is fluent
• Memory usage is constant O(1)
• Runs on CPUs, NPUs, GPUs (Tested on AMD's ROCm and Apple's MPS)

What Doesn't Work

• Factual accuracy
• Instruction following
• Common sense reasoning

🏗️ Architecture Details

📊 Parameter Breakdown

🧩 Internal Block Structure (Per Layer)

Evaluation

Work in progress.