推理 LLM 的 RL 現況資源
r/LocalLLaMA 的 Reddit 貼文推薦一篇關於強化學習（RL）應用於推理大型語言模型現況的部落格。此資源提供提升 LLM 能力的 RL 應用洞見。分享連結供進一步閱讀。
Search
Tag: #reasoning112 results
🔬
遞迴 Mamba：微型模型推理的隱藏狀態循環
實驗者測試 150M Mamba 模型的遞迴循環，透過隱藏狀態回饋提升推理能力。動態深度縮放模擬更深層模型，但在高循環時遭遇「認知靜態」，語言退化。尋求社群對 SSM 潛在空間問題的建議。
3 美元微調大幅提升 Qwen 推理
用戶以 3 美元、10 分鐘微調 Qwen3.5-4B-Claude-4.6-Opus-Reasoning-Distilled-GGUF，使用原數據集。結果：推理更乾淨、無冗餘，準確度維持或提升，對比有問題的原版。強調新手輕鬆微調潛力。
🔬
推理：最佳化 vs LLM 擴展？
討論探討真正推理是否需最佳化（EBMs）而非自迴歸生成，呼應 LeCun 觀點。質疑無腦擴展 LLM 是否因幻覺遇限。探討 EBMs 推論較重但滿足約束。
ACE 探索更高效的推理方式
Hugging Face 介紹 ACE，以及其以更少 token 實現有效推理的潛力。提供的文章內容僅包含標題，因此尚無法確認具體方法、基準測試與實作細節。
Gemini 3 Deep Think Outputs Printable STL
Google upgrades Gemini 3 Deep Think for research and engineering, enabling direct STL file generation for 3D printing. Shifts focus from benchmarks to practical decision-making in complex scenarios.
Google Unveils Gemini 3 Deep Think API
Google has updated Gemini 3 Deep Think, its advanced reasoning mode available in the Gemini app and via API for select users. The mode leads benchmarks in math, physics, chemistry, and engineering. It is now in early access.
Google Opens Gemini 3 API Access
Google updated Gemini 3 Deep Think reasoning mode. Now available via API in Early Access for select users. Tops benchmarks in math, physics, chemistry, and engineering.
Google Upgrade Breaks AI Reasoning Barriers
Google has released an upgrade to its AI that overcomes previous reasoning limitations. The update enhances complex problem-solving capabilities. It also covers AI-generated TV commercials.