IEEE

Automatic Mapping of Heterogeneous DNN Models on Adaptive Multiaccelerator Systems

Abstract: As DNNs are developing rapidly, the computational and memory burden imposed on hardware systems grows exponentially. This becomes even more severe for large language models (LLMs) and ...
IEEE

Automatic Prompt Generation and Optimization by Leveraging Large Language Models to Enhance Few-Shot Learning in Biomedical Tasks

Abstract: Recent advancements in scaling large language models (LLMs) have enhanced various natural language processing (NLP) tasks. However, open-source moderately sized models, such as BERT, are ...
GitHub

Wang-Xiaodong1899/ms-swift-RL

🍲 ms-swift is an official framework provided by the ModelScope community for fine-tuning and deploying large language models and multi-modal large models. It currently supports the training ...
GitHub

wzb-bupt/ms-swift-0427

## GRPO Demo 8卡 (12G*8) Bingo CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 \ NPROC_PER_NODE=8 \ swift rlhf \ --rlhf_type grpo \ --model Qwen/Qwen2___5-3B-Instruct ...
New York Post

Flying cars take off: ‘World’s first’ airborne automobile finally in production — and its pricetag is soaring

Alef Aeronautics is turning sci-fi into reality by beginning production on the world's first ever flying car, the Alef Model A Ultralight, which will likely be available to customers by early 2026.
Microsoft

From Models to Operators: Rethinking Autoscaling Granularity for Large Generative Models

Serving large generative models such as LLMs and multi-modal transformers requires balancing user-facing SLOs (e.g., time-to-first-token, time-between-tokens) with provider goals of efficiency and ...