Fine-Tuning xLSTM-7B on a budget: An Experimental Journey with Chat Templates
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Building practical, ethical and sustainable AI/ML projects.
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Hi there 👋
Welcome to ethicalabs.ai — a EU AI research lab based in Italy, focused on sovereign and privacy-preserving AI.
🌟 What We're Building
Echo-DSRN
A surprise-gated dual-state recurrent architecture available in 4 families:
- Echo-DSRN, RNN, 114M parameters.
- Echo-DSRN-Hybrid, Transformers Backbone (Qwen2.5) + RNN memory injectors, 0.7B and 2.0B parameters.
- Echo-DSRN-CLF, RNN + Classification Head, 98M parameters.
- Echo-DSRN-Embedding, Coming Soon!
🔬 Research Philosophy
Edge, bare-metal and cloud-native deployment. Intelligence at the edge — bounded by physics, not APIs.
🌈 Get Involved
- GitHub: ethicalabs-ai
- Support: Become a sponsor to ethicalabs.ai
Ethicalabs.ai - Dorvan Srl - Sede operativa: Via Privata Farnese 1/3, 20146 Milano (MI). Sede legale: Via Enrico Cernuschi 4, 20129 Milano (MI)
Qwen2.5-0.5B-Instruct (backbone) + Echo-DSRN (memory)
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Kurtis EON1 Hybrid 0.7B
👁Qwen2.5 0.5B Transformers Backbone + Echo-DSRN (RNN)
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ethicalabs/Echo-DSRN-Qwen2.5-0.5B-Hybrid
Text Generation • 0.7B • Updated • 189 -
mrs83/Kurtis-EON1-Hybrid-0.7B-v0.1.1
Text Generation • 0.7B • Updated • 26.5k -
mrs83/Kurtis-EON1-Hybrid-0.7B-v0.1.0
Text Generation • 0.7B • Updated
Dual-State Recurrent Neural Network
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ethicalabs/Echo-DSRN-v0.1.3-Intent-CLF
Text Classification • 98.3M • Updated • 256 • 1 -
ethicalabs/Echo-SmolTools-114M-NSFW-CLF
Text Classification • 98.3M • Updated • 29 -
ethicalabs/Echo-SmolTools-114M-NSFW-CLF-PEFT
Text Generation • Updated • 155 -
ethicalabs/Echo-DSRN-114M-v0.1.2
Text Generation • 0.1B • Updated • 5.67k
Qwen2.5-0.5B-Instruct (backbone) + Echo-DSRN (memory)
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Kurtis EON1 Hybrid 0.7B
👁Qwen2.5 0.5B Transformers Backbone + Echo-DSRN (RNN)
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ethicalabs/Echo-DSRN-Qwen2.5-0.5B-Hybrid
Text Generation • 0.7B • Updated • 189 -
mrs83/Kurtis-EON1-Hybrid-0.7B-v0.1.1
Text Generation • 0.7B • Updated • 26.5k -
mrs83/Kurtis-EON1-Hybrid-0.7B-v0.1.0
Text Generation • 0.7B • Updated
Dual-State Recurrent Neural Network
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ethicalabs/Echo-DSRN-v0.1.3-Intent-CLF
Text Classification • 98.3M • Updated • 256 • 1 -
ethicalabs/Echo-SmolTools-114M-NSFW-CLF
Text Classification • 98.3M • Updated • 29 -
ethicalabs/Echo-SmolTools-114M-NSFW-CLF-PEFT
Text Generation • Updated • 155 -
ethicalabs/Echo-DSRN-114M-v0.1.2
Text Generation • 0.1B • Updated • 5.67k
spaces 9
Sleeping
Agents
Echo DSRN SmolTools 114M NSFW Classifier
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Echo-DSRN 114M SmolTools: NSFW Intent Classifier (English)
Sleeping
Agents
Echo DSRN Small Next Word Prediction
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Echo-DSRN-114M (114M RNN LM) - Next Word Prediction
Sleeping
Agents
2
Echo-DSRN 114M SmolTools - Intent Classifier
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🎙️ Multilingual Intent Classifier powered by Echo-DSRN-114M
Sleeping
Agents
2
Echo-DSRN-114M Semantic Compressor Demo (CPU)
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Echo-DSRN-114M Semantic Compressor Demo (CPU)
Running
Agents
2
ObesityRiskPredictor
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Classification with Random Forest, LightGBM and XGBoost.
models 86
ethicalabs/Kurtis-EON1
Text Generation • Updated • 5
ethicalabs/Echo-DSRN-114M-v0.1.2
Text Generation • 0.1B • Updated • 5.67k
ethicalabs/Echo-DSRN-v0.1.3-Intent-CLF
Text Classification • 98.3M • Updated • 256 • 1
ethicalabs/Echo-SmolTools-114M-Intent-PEFT
Text Generation • Updated • 98
ethicalabs/Echo-SmolTools-114M-Intent-CLF-Gen
Text Classification • 0.1B • Updated • 136
ethicalabs/Echo-DSRN-v0.1.3-Intent-CLF-PEFT
Text Generation • Updated • 85 • 1
ethicalabs/Echo-DSRN-114M-v0.1.2-Base
Text Generation • 0.1B • Updated • 236
ethicalabs/Echo-SmolTools-114M-NSFW-CLF-PEFT
Text Generation • Updated • 155
ethicalabs/Echo-DSRN-Qwen2.5-0.5B-Hybrid
Text Generation • 0.7B • Updated • 189
ethicalabs/Echo-SmolTools-114M-NSFW-CLF
Text Classification • 98.3M • Updated • 29
datasets 23
ethicalabs/Kurtis-EON1-SFT
Viewer • Updated • 200k • 13 • 1
ethicalabs/google-boolq-hallbayes-test-qwen3-4b-2507
Viewer • Updated • 10 • 31
ethicalabs/kurtis-v2-sft-mix-tiny
Viewer • Updated • 9.38k • 61
ethicalabs/kurtis-v2-science-sft
Viewer • Updated • 709 • 4
ethicalabs/kurtis-v2-humanities-sft
Viewer • Updated • 377 • 3
ethicalabs/kurtis-v2-mental-health-sft
Viewer • Updated • 4.5k • 6
ethicalabs/kurtis-v2-future-of-work-sft
Viewer • Updated • 195 • 2
ethicalabs/kurtis-v2-digital-privacy-sft
Viewer • Updated • 188 • 3
ethicalabs/kurtis-v2-civil-rights-sft
Viewer • Updated • 218 • 4
ethicalabs/kurtis-v2-ethical-ai-sft
Viewer • Updated • 357 • 2