IEEE

Emotion-Aware LLM Adaptation for Empathetic Dialogue Generation

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 ...
note

Local LLM Performance Verification for 16GB VRAM or Less Part 7: Was the "Coder-Specialized Model" Just for Show? How 4 Popular Models Were Completely Defeated by the Benchmark ...

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 ...
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 ...
VentureBeat

Context compression finally works in production: new research cuts LLM input 16x without the accuracy hit

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 ...
IEEE

Visual Evidence-aware for Object Hallucinations Rectification in LLM-based Video Captioning

Abstract: Recent neural models for video captioning are typically built using a framework that combines a pre-trained visual encoder with a large language model(LLM) decoder. However, large language ...
InfoQ

Gemma 4 12B Enables On-Device, Multimodal Agentic Workflows with an Encoder-free Architecture

A monthly overview of things you need to know as an architect or aspiring architect. Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with ...