LLMs Can Now Reason in Parallel: UC Berkeley and UCSF Researchers Introduce Adaptive Parallel Reasoning to Scale Inference Efficiently Without Exceeding Context Windows
Source: MarkTechPost Large language models (LLMs) have made significant strides in reasoning capabilities, exemplified by breakthrough systems like...
Subject-Driven Image Evaluation Gets Simpler: Google Researchers Introduce REFVNLI to Jointly Score Textual Alignment and Subject Consistency Without Costly APIs
Source: MarkTechPost Text-to-image (T2I) generation has evolved to include subject-driven approaches, which enhance standard T2I models by incorporating...
From ELIZA to Conversation Modeling: Evolution of Conversational AI Systems and Paradigms
Source: MarkTechPost TL;DR: Conversational AI has transformed from ELIZA’s simple rule-based systems in the 1960s to today’s sophisticated...
JetBrains Open Sources Mellum: A Developer-Centric Language Model for Code-Related Tasks
Source: MarkTechPost JetBrains has officially open-sourced Mellum, a purpose-built 4-billion-parameter language model tailored for software development tasks. Developed...
Training LLM Agents Just Got More Stable: Researchers Introduce StarPO-S and RAGEN to Tackle Multi-Turn Reasoning and Collapse in Reinforcement Learning
Source: MarkTechPost Large language models (LLMs) face significant challenges when trained as autonomous agents in interactive environments. Unlike...
Xiaomi introduced MiMo-7B: A Compact Language Model that Outperforms Larger Models in Mathematical and Code Reasoning through Rigorous Pre-Training and Reinforcement Learning
Source: MarkTechPost With rising demand for AI systems that can handle tasks involving multi-step logic, mathematical proofs, and...
Building the Internet of Agents: A Technical Dive into AI Agent Protocols and Their Role in Scalable Intelligence Systems
Source: MarkTechPost As large language model (LLM) agents gain traction across enterprise and research ecosystems, a foundational gap...
DeepSeek-AI Released DeepSeek-Prover-V2: An Open-Source Large Language Model Designed for Formal Theorem, Proving through Subgoal Decomposition and Reinforcement Learning
Source: MarkTechPost Formal mathematical reasoning has evolved into a specialized subfield of artificial intelligence that requires strict logical...
Meta AI Introduces First Version of Its Llama 4-Powered AI App: A Standalone AI Assistant to Rival ChatGPT
Source: MarkTechPost Meta has officially entered the standalone AI assistant arena with the launch of its new Meta...
Meta AI Introduces ReasonIR-8B: A Reasoning-Focused Retriever Optimized for Efficiency and RAG Performance
Source: MarkTechPost Addressing the Challenges in Reasoning-Intensive Retrieval Despite notable progress in retrieval-augmented generation (RAG) systems, retrieving relevant...