Echo-DSRN-114M-Base

Model Card for ethicalabs/Echo-DSRN-114M-Base

[!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)

Pre-Training

Truncated Backpropagation Through Time (TBPTT) on Fineweb-EDU (10BT)

1 epoch on a single AMD Instinct MI300X 192 GB

Continued Pre-Training (SFTTrainer)

1 epoch on a single AMD Radeon AI PRO R9700 32 GB

Evaluation

uv run lm_eval --model hf   --model_args pretrained=ethicalabs/Echo-DSRN-114M-Base,trust_remote_code=True,device_map="auto"   --tasks sciq,piqa --output_path ./results_Echo-DSRN-114M-Base --batch_size 16 --num_fewshot 5 && uv run lm_eval --model hf   --model_args pretrained=ethicalabs/Echo-DSRN-114M-Base,trust_remote_code=True,device_map="auto"   --tasks sciq,piqa --output_path ./results_Echo-DSRN-114M-Base --batch_size 16 --num_fewshot 5

uv run lm_eval --model hf   --model_args pretrained=ethicalabs/Echo-DSRN-114M-Base,trust_remote_code=True,device_map="auto"   --tasks sciq,piqa --output_path ./results_Echo-DSRN-114M-Base --batch_size 16 --num_fewshot 5 && uv run lm_eval --model hf   --model_args pretrained=ethicalabs/Echo-DSRN-114M-Base,trust_remote_code=True,device_map="auto"   --tasks sciq,piqa --output_path ./results_Echo-DSRN-114M-Base --batch_size 16 --num_fewshot 10

Gradio App - Next Word Prediction

Echo-DSRN-114M-Base - Next Word Prediction