- Experience Acquisition: The LLM explores New Knowledge through Interactions
- Self-Improve/Correct: The LLM Refines its Experiences for Improvement.
- Knowledge Integration: Injecting New Experiences into LLMs without Forgetting
- Faithfulness: Grounding on External Evidence
- Factuality: Grounding on World Knowldge / Events
- Consistency Alignment: Coherence in Logicality and Factuality Learned from Data
- Planning: Learning to Explore, Tool Usage
- Evidence Selection: Information Retrieval and Selection
- Iteratvie / Recursive Process: Multi-Step Reasoning