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Baobao Algorithm Notes
Baobao Algorithm Notes
Feb 4, 2026 · Artificial Intelligence

Mastering Reinforcement Learning: From Basics to Advanced Agentic RL Techniques

This comprehensive guide walks through reinforcement learning fundamentals, MDP modeling, value functions, Bellman equations, and key algorithms such as Q‑learning, REINFORCE, PPO, DPO, and GRPO, then contrasts LLM‑RL with Agentic‑RL and surveys leading industry frameworks and real‑world applications.

Agentic RLArtificial IntelligenceLLM
0 likes · 42 min read
Mastering Reinforcement Learning: From Basics to Advanced Agentic RL Techniques
Data Party THU
Data Party THU
Aug 7, 2025 · Artificial Intelligence

How RLVER Boosts a 7B LLM to Match Top Commercial Models in Emotional Dialogue

The article analyzes RLVER, a reinforcement‑learning framework that integrates a user simulator as both environment and reward source, overcomes three major RL challenges, and elevates the Qwen2.5‑7B model’s Sentient‑Benchmark score from 13.3 to 79.2, rivaling GPT‑4o and Gemini 2.5 Pro.

Emotion ModelingOpen-domain DialogueRL Algorithms
0 likes · 10 min read
How RLVER Boosts a 7B LLM to Match Top Commercial Models in Emotional Dialogue