Qwen3-0.6B mixes 4-bit decode with selective 8-bit steps
An entropy gate at a 16% escalation rate scores 62.7% on 150 GSM8K problems, using 0.87 of all-high bytes.
303 stories, newest first · one card per story
An entropy gate at a 16% escalation rate scores 62.7% on 150 GSM8K problems, using 0.87 of all-high bytes.
On one RTX PRO 6000, Sable proves Qwen2.5-32B in 92.5 seconds for 4,096 tokens, about 6.4 cents per request.
A few neurons often flip two-hop answers, but effects weaken on other chains.
Across 1,668 runs, a Monte-Carlo process reward trailed GRPO by 14.3 points at equal tokens on Qwen2.5-1.5B.
Fine-tuning only later layers keeps strong in-domain learning while reducing out-of-domain unsafe transfer.
On Gemma3 and Qwen3, e-PoG beat the strongest baselines by 26.0% on deception mitigation and up to 39.8% on task success.
On a Groq-hosted qwen3-32b router, efficiency-first routing had a 29.2% shadow-invocation rate versus 4.2% when policy-aware.
The pack adds int8 and NVFP4 files plus Qwen encoders, under a license that restricts high-revenue hosted use.
The guide covers seven production MoE routing methods used in models like Mixtral and DeepSeek-V4, highlighting sigmoid gating and bias balancing as dominant approaches.

Nous Research fine-tuned Alibaba's Qwen3.8-27B on 53 million tokens to drop propaganda from 22 percent to under 1 percent in Arete-27B while keeping capabilities intact.
On MindCube it raises Qwen3.5-27B from 52.70% to 71.14%, and to 98.25% when poses are annotated.
Across 52,920 reports, excess pain claims stayed under a few points, while probes still recovered the steered state.
16 trajectories on Qwen models reveal WSP's strong localized improvements but inconsistent generalization and reliability
A closed-form ridge map fills upper-layer cache; reported TTFT gains are 1.25–1.60x on tested Qwen setups.
Fine-tuning open models with specific rules and traces improves scores on ARC-AGI-2, with the best reaching 56.67.

Researchers say changing 0.016 percent of Qwen3.5-0.8B weights raised MATH-500 accuracy from 7.9 to 48.1 percent.
Simon Willison says a local Qwen 3.8 27B reproduced a paper example previously shown with GPT-6 Astra.
A recent paper claims frontier LLMs can work with neural network weights directly, but this is not superhuman.
The small model now runs 45 layers natively on GPU using CUDA.
4B model converts text prompts to editable 3D assets exportable as GLB files for Godot or Three.js.

Simplified Chinese prompts increased pro-government answers, and most models answered sensitive questions rather than refusing.
An ensemble of five Qwen3.8-27B models outperforms Fable 5 on the hard LiveCodeBench benchmark.

A November 4 beta adds earlier features and Alibaba’s Qwen, not the new Siri; the full release is set for December.
Drew Breunig’s nesformer can run Super Mario Bros inside Qwen, very slowly, using a method inspired by qwenputer.
Today 1.5K readers · 2.4K views · 754 reads · all time 189K views