…Scalar int8 quantization causes a minor, uniform drop (mean -1.95 points). Binary is model-specific, but fixable: Binary quantization severely collapses some models (e.g., the multilingual-E5 family dropping up…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct On-Policy Distillation (OPD) is a fundamental technique for efficient post-training of large language models (LLMs), with broad applications in agent learning, multi…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Compact language models (LMs) reduce cost, latency, and deployment risk for tool agents . Yet MCP-style tool use requires more than isolated function calling…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Video generative models ( VGMs) have become a new frontier that can be used not just for video generation but for a multitude of downstream…
…Advancing PRMs for Reinforcing Code Agents (2026) ClawEnvKit: Automatic Environment Generation for Claw-Like Agents (2026) ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents (2026) SWE-Next: Scalable Real…
…validate the effectiveness of the proposed methods and align with the newly introduced quantitative image-based metrics. Our code is available at https://github.com/GeorgeTsoumplekas/Prompt-Aware-Multi-LoRA-Composition. View…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct We present SigmaScale, a method for learning auxiliary scaling matrices S to aid truncated Singular Value Decomposition (SVD) based Large Language Model (LLM) compression…
…Matteo Spanio , Abstract A dependency-free runtime enables efficient text-to-music generation on embedded devices through quantization and activation steering while maintaining audio quality. Generated by Qwen/Qwen2.5-Coder-32B…
…Recipe for Repository-Level Code Understanding (2026) MedProbeBench: Systematic Benchmarking at Deep Evidence Integration for Expert-level Medical Guideline (2026) More Human, More Efficient: Aligning Annotations with Quantized SLMs (2026) GenomeQA: Benchmarking…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Modeling the bidirectional correspondence between external sensory stimuli and internal neural activity has emerged as a critical frontier in neuroscience. However, existing approaches predominantly…