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Tom-Neverwinter
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AI & ML interests

Making improvements to help the world.

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reacted to SeaWolf-AI's post with 🔥 22 days ago
🧬 Darwin-27B-Opus: 86.9% on GPQA Diamond — World #5, Zero Training We are excited to share Darwin-27B-Opus, a 27B model that achieved 86.9% on GPQA Diamond — ranking #5 globally on the HuggingFace leaderboard — without a single gradient update. How? Darwin breeds pretrained models through evolutionary FFN crossbreeding. The father (Qwen3.5-27B) provides the reasoning architecture; the mother (Claude 4.6 Opus Reasoning Distilled) contributes structured chain-of-thought knowledge. CMA-ES automatically discovers optimal per-layer blending ratios — no human tuning required. The result surpasses the original Qwen3.5-27B (85.5%), GLM-5.1 (744B, 86.2%), and Qwen3.5-122B (86.6%). A 27B model outperforming 744B — with zero training, zero data, one GPU, ~2 hours. We also confirmed hybrid vigor on Korean benchmarks: Darwin-27B-KR (2nd generation offspring) surpassed both parents on CLIcK, winning 7 out of 11 categories. The evolutionary optimizer independently assigned 93% of FFN from the Korean-specialized mother while preserving 93% of attention from the reasoning-specialized father — autonomously validating our core principle: FFN carries knowledge, Attention carries reasoning. 📊 Public release: 10 days → 300+ community derivatives, 120K+ downloads. 🔗 Links: Darwin-27B-Opus: https://huggingface.co/FINAL-Bench/Darwin-27B-Opus article: https://huggingface.co/blog/FINAL-Bench/darwin-gpqa Darwin Family Collection: https://huggingface.co/collections/FINAL-Bench/darwin-family If foundation models are raw ore, Darwin is the forge. We are just getting started. 🔥
reacted to DavidAU's post with 🚀 2 months ago
Gemma 3 (1b, 4b, 12b and 27b) - Uncensored full Reasoning/Thinking models fine tuned using top distill datasets. 20 Gemma 3 models 1B, 4B, 12B and 27B with full reasoning using GLM 4.7 Flash, GPT, Claude and Gemini datasets and more fully fine tuned using Unsloth. Most models are Heretic'ed (uncensored) first, and tuned second. This vastly improves the model. Models are also bench marked and in almost all cases exceed org model metrics - and in some cases by a lot. Enjoy the freedom and more powerful THINKING/REASONING and UNCENSORED Gemma 3s ! https://huggingface.co/collections/DavidAU/gemma-3-reasoning-thinking-models-incl-uncensored UPDATE: Benchmarks added for almost all models, including "VS" with Heretic (untuned) source models too.
new activity 4 months ago
IQuestLab/IQuest-Coder-V1-40B-Loop-Instruct:Benchmaxxed
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