reinforcement learning

The way to Tremendous-Tune Small Language Models to Think with Reinforcement Learning

in fashion. DeepSeek-R1, Gemini-2.5-Pro, OpenAI’s O-series models, Anthropic’s Claude, Magistral, and Qwen3 — there's a brand new one every month. Once you ask these models a matter, they go right into a ...

Demystifying Policy Optimization in RL: An Introduction to PPO and GRPO

Introduction learning (RL) has achieved remarkable success in teaching agents to resolve complex tasks, from mastering Atari games and Go to training helpful language models. Two necessary techniques behind a lot of these advances...

A Step-By-Step Guide To Powering Your Application With LLMs

whether GenAI is just hype or external noise. I also thought this was hype, and I could sit this one out until the dust cleared. Oh, boy, was I flawed. GenAI has real-world...

How OpenAI’s o3, Grok 3, DeepSeek R1, Gemini 2.0, and Claude 3.7 Differ in Their Reasoning Approaches

Large language models (LLMs) are rapidly evolving from easy text prediction systems into advanced reasoning engines able to tackling complex challenges. Initially designed to predict the following word in a sentence, these models have...

The Hidden Risks of DeepSeek R1: How Large Language Models Are Evolving to Reason Beyond Human Understanding

Within the race to advance artificial intelligence, DeepSeek has made a groundbreaking development with its powerful recent model, R1. Renowned for its ability to efficiently tackle complex reasoning tasks, R1 has attracted significant attention...

Reinforcement Learning Meets Chain-of-Thought: Transforming LLMs into Autonomous Reasoning Agents

Large Language Models (LLMs) have significantly advanced natural language processing (NLP), excelling at text generation, translation, and summarization tasks. Nevertheless, their ability to interact in logical reasoning stays a challenge. Traditional LLMs, designed to...

The Many Faces of Reinforcement Learning: Shaping Large Language Models

Lately, Large Language Models (LLMs) have significantly redefined the sphere of artificial intelligence (AI), enabling machines to know and generate human-like text with remarkable proficiency. This success is basically attributed to advancements in machine...

Recent training approach could help AI agents perform higher in uncertain conditions

A house robot trained to perform household tasks in a factory may...

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