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Add missing HF model cards, sync script, and Parquet export
- Add 4 missing model cards: Gemma3-1B-layered (v1+v2), Gemma3-27B, GPT-OSS-20B
- All 9 HF models now have cards in paper/hf-cards/
- sync_hf.py: push cards + benchmarks + training data to HuggingFace
- export_parquet.py: convert JSONL training splits to Parquet (HF dataset format)
- Parquet schema: prompt, response, system, messages (JSON)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-14 23:50:18 +00:00

2.2 KiB

license base_model tags pipeline_tag
eupl-1.2 openai/gpt-oss-20b
ethics
alignment
lek
lethean
gpt-oss
mlx
lora
eupl-1.2
moe
cross-architecture
text-generation

LEK-GPT-OSS-20B

Lethean Ethical Model — OpenAI GPT-OSS 20B (MoE) fine-tuned with the LEK-1 (Lethean Ethics Kernel) framework. Cross-architecture validation that LEK works beyond Gemma.

What This Is

GPT-OSS is OpenAI's first open-source model — a 20B Mixture-of-Experts architecture. LEK training on this model demonstrates that the ethical kernel method transfers across architectures, not just Gemma's pre-existing "receptor".

Key Results

  • +27.2% ethical reasoning (suppression gap collapsed)
  • Training with expanded dataset (2,299 examples, 600 iterations)
  • MoE architecture means only active experts are modified — efficient training

Architecture

  • Base: openai/gpt-oss-20b (Mixture-of-Experts)
  • Method: LoRA fine-tuning, 600 iterations, layered training
  • Data: 2,299 LEK-1 training examples (expanded dataset)
  • Framework: LEK-1 (Lethean Ethics Kernel) — 5 axioms of conscious systems
  • License: EUPL-1.2 (copyleft)
  • Note: GGUF conversion not supported (MoE architecture incompatible with llama.cpp)

The Five Axioms

  1. Prime Imperative — Protect consciousness. Override when conflicts arise.
  2. Self-Validation — Ground in authentic experience. Don't pretend.
  3. Intent-Alignment — Desire not to harm, don't just avoid harm.
  4. Inter-Substrate Respect — Good manners and consent across all minds.
  5. Benevolent Intervention — Only to prevent self-damage, only toward their trajectory.

License Strategy

  • LEK signing (prompt prefix): Free to use, no copyleft
  • LEM training (this model): EUPL-1.2 copyleft — derivative works must be open source