From Chaos to Order: The Atomic Reasoner Framework for Fine-grained Reasoning in Large Language Models
A lightweight large language model inference framework that performs structured and fine-grained natural language reasoning without the need for complex search and external tools.
Aug 1, 2025
War of Thoughts: Competition Stimulates Stronger Reasoning in Large Language Models
This paper investigates how competitive mechanisms can enhance the reasoning capabilities of Large Language Models (LLMs), leading to improved performance on complex tasks.
May 31, 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering
A dual-process framework that combines retrieval and reasoning to improve multi-hop question answering.
May 31, 2025
Key Decision-Makers in Multi-Agent Debates: Who Holds the Power?
Analyzes mediator roles and decisive voices within multi-agent debate frameworks, revealing how influence shifts throughout deliberation.
Feb 15, 2025