The Evolution of AI Agents: From RL-Driven to Large Model-Driven | AIR 2025

The Evolution of AI Agents: From RL-Driven to Large Model-Driven | AIR 2025

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering audiences including NLP graduate students, university professors, and corporate researchers.The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners.Source | New … Read more

A Comprehensive Overview of AI Agents

A Comprehensive Overview of AI Agents

1. Basic Definition and Core Features of AI Agents An AI Agent (Artificial Intelligence Agent, 人工智能代理) is an intelligent entity capable of autonomously perceiving the environment, making decisions, and executing tasks. Its core feature lies in using large language models (LLM) as its “brain,” combined with planning, memory, and tool invocation capabilities to achieve automated … Read more

How Much Parameter Redundancy Exists in LoRA? New Research: Cutting 95% Can Still Maintain High Performance

How Much Parameter Redundancy Exists in LoRA? New Research: Cutting 95% Can Still Maintain High Performance

MLNLPThe MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university professors, and corporate researchers.The vision of the communityis to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for beginners.Source | Machine HeartEditor | … Read more

Natural Language Processing: Introduction to C Language Algorithms

Natural Language Processing: Introduction to C Language Algorithms

Natural Language Processing: Introduction to C Language Algorithms Natural Language Processing (NLP) is an important branch of computer science and artificial intelligence, aimed at enabling computers to understand and generate natural language. Some common NLP tasks include text classification, sentiment analysis, and named entity recognition. In this article, we will explore some basic NLP algorithms … Read more

The Three Core Competencies of Python in the AI Era: Why It Outshines Other Programming Languages

The Three Core Competencies of Python in the AI Era: Why It Outshines Other Programming Languages

1. Essential Tool for Workers: The Pinnacle of Office Automation The first major weapon of Python is its ability to enable you to earn money while lounging in the office through automation skills. For example, if you need to process 100 Excel spreadsheets daily, you can write a script in Python that automatically completes data … Read more

SnowNLP: A Python Library for Chinese Sentiment Analysis!

SnowNLP: A Python Library for Chinese Sentiment Analysis!

▲ Click the card above to follow me The Must-See Tool for Chinese Sentiment Analysis – SnowNLP As a programmer obsessed with natural language processing, I am always on the lookout for Python libraries that can quickly solve practical problems. Today, I want to talk about SnowNLP, which is definitely a little star in the … Read more

Making AI Smarter: Building an AI Agent to Start a New Journey with AI

Making AI Smarter: Building an AI Agent to Start a New Journey with AI

In today’s digital wave, AI Agents are becoming a key force in changing the way we live and work. So, what exactly is an AI Agent? An AI Agent, or artificial intelligence agent, is an intelligent entity capable of perceiving its environment, processing information, making autonomous decisions, and taking actions to achieve specific goals. It … Read more

Exploring the Secrets of AI Agents: The Inner World of Intelligent Assistants

Exploring the Secrets of AI Agents: The Inner World of Intelligent Assistants

Click the blue text above ☝️ to follow us as we explore AGI together This is a channel sharing AI agents – welcome to participate! Meet AI Agents and Large Models ~ Opening a New Era of Intelligence ~ 【Introduction】 In this era of information explosion, artificial intelligence (AI) is rapidly changing the way we … Read more

Strategies for Mastering Natural Language Processing with Python

Strategies for Mastering Natural Language Processing with Python

Have you ever wondered how computers understand the words we humans write and say? This is precisely what Python’s Natural Language Processing (NLP) aims to achieve! For instance, it can automatically analyze the theme of an essay we write; various intelligent translation software can instantly convert our spoken Chinese into English. Why Python is Important … Read more

MultiESC: A Forward-Looking Heuristic Strategy for Strategy Planning and User State Modeling to Address Multi-Turn Dialogue Challenges

MultiESC: A Forward-Looking Heuristic Strategy for Strategy Planning and User State Modeling to Address Multi-Turn Dialogue Challenges

——–· Introduction ·——– Emotion Support Conversation (ESC) is an emerging and challenging task aimed at alleviating emotional distress. Previous studies often struggle to maintain smooth transitions in dialogues due to their failure to capture fine-grained transition information in each turn of the conversation. To address this issue, this paper proposes modeling the turn-level state transitions … Read more