Context windows are becoming a computational bottleneck. The longer an agent runs, the more tokens accumulate from retrieved documents, reasoning traces and conversation history, and the more memory ...
XDA Developers on MSN
I tested Google's new Gemma 4 12B on my 8GB GPU, and now I don't want to go back to smaller models
Not bad for limited hardware ...
At InfoComm, the zeitgeist of the industry was bold and unmistakable: This is the era of selling experiences and outcomes. Photo by Emerald/Commercial Integrator. As I walked the InfoComm 2026 show ...
This time, I have gathered four open models that claim to be "coding-specialized." While the lineup is varied, including Qwen-based and Gemma fine-tuned models, they all share one goal: to verify if ...
When trying to run an LLM in a local environment (such as a home PC or laptop), why do Dense models like Gemma 4 31B or Qwen3.6-27B often generate more buzz than MoE models with larger total parameter ...
Abstract: Chest X-ray report generation has attracted increasing research attention. However, most existing methods neglect the temporal information and typically generate reports conditioned on a ...
Abstract: The increasing emphasis on spiritual well-being in contemporary society has fueled a growing demand for empathetic dialogue generation. While large language models (LLMs) have demonstrated ...
We note that our work focuses on architectural comparisons rather than competing with recent SLM developments (e.g., SmolLM, MobileLLM). Our analysis isolates the fundamental advantages of ...
description [ICML 2026][语义分割][图像分割] 本文指出当前基于 query 的 LLM-conditioned 分割是"propose-then-select"——候选 mask 往往已经够准，错就错在选不对；为此提出 FlowSeg，让 LLM 条件嵌入在 decoder ...
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