Knowledge Model Prompting Increases LLM Performance on Planning Tasks Not All Negative Samples Are Equal: LLMs Learn Better from Plausible Reasoning SE-Bench: Benchmarking Self-Evolution with Knowledge Internalization Beyond Rewards in Reinforcement Learning for Cyber Defence CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs