parallelization

2 items

RESEARCHarXiv CS.AI·5/7/2026

Parallel Prefix Verification for Speculative Generation

PARSE (PArallel pRefix Speculative Engine) is a new speculative generation framework that accelerates large language model (LLM) inference. It achieves this by parallelizing prefix verification on a semantic level, overcoming existing limitations by evaluating correctness across multiple prefixes in a single forward pass.

inference AI acceleration parallelization Speculative Decoding

ARTICLEDEV.to AI·4/13/2026

Parallelizing AI Agents: What Works, What Burns Tokens, and Why

This article explores the parallelization of AI agents, identifying which approaches are effective and which lead to high token consumption. It investigates the reasons behind these outcomes, aiming to optimize efficiency and cost.

AI architecture LLMs token efficiency parallelization