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Technology Innovation Institute

नवीनतम AI समाचार, मॉडल और रिलीज़ Technology Innovation Institute. ['ZAYA1-8B']

शोध 🇺🇸

Latest innovations in LLM architectures: shared KV caches, per-layer embeddings, and compressed attention

New open LLMs increasingly focus on efficient long-context processing. Gemma 4 (Google) uses KV tensor sharing between layers to reduce cache size, as well as per-layer embeddings to improve parametric efficiency. Laguna XS.2 (Poolside) employs per-layer attention budgeting, and DeepSeek V4 introduces mHC and compressed attention mechanisms.

Google/DeepMindGoogle/DeepMind PoolsidePoolside DeepSeekDeepSeek Technology Innovation InstituteTechnology Innovation Institute
Sebastian Raschka27.07 · 13:06
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Survey of LLM Research Papers for the First Half of 2026

Sebastian Raschka published a curated list of key scientific papers on large language models (LLMs) from January to May 2026. The selection highlights trends: hybrid architectures (alternating attention and state-space layers), efficient inference, agentic systems, and diffusion language models. Special attention is given to Nvidia's Nemotron 3 with hybrid design and Qwen3.6 with Gated DeltaNet.

NVIDIANVIDIA Alibaba/QwenAlibaba/Qwen MistralMistral BaiduBaidu CohereCohere Technology Innovation InstituteTechnology Innovation Institute MiniMaxMiniMax
Sebastian Raschka27.07 · 12:03
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