Carl Guo on X: "New Paper 📄: LMs just want to explain themselves! When we SFT an LM on explanations of its own behaviors, do they learn to actually introspect, or do they merely imitate the original training distribution? We find evidence for the former. Despite training on a static set of https://t.co/AnznpunrJ6" / X
New Paper 📄: LMs just want to explain themselves! When we SFT an LM on explanations of its own behaviors, do they learn to actually introspect, or do they merely imitate the original training distribution? We find evidence for the former. Despite training on a static set of
Carl Guo @CarlGuo866 New Paper 📄: LMs just want to explain themselves! When we SFT an LM on explanations of its own behaviors, do they learn to actually introspect, or do they merely imitate the original training distribution? We find evidence for the former. Despite training on a static set of explanations from a base model, the SFT-ed model explains its own current behaviors better than the base model’s behaviors, tracking behavioral drift even when we don’t explicitly train it to. We call this introspective coupling: self-explanations track a model’s own behavior as that behavior changes,
related reading
- [2511.08579] Training Language Models to Explain Their Own Computationsarxiv.org
- Training Language Models to Explain Their Own Computationsarxiv.org
- [2604.16812] Introspection Adapters: Training LLMs to Report Their Learned Behaviorsarxiv.org
- Training Language Models to Explain Their Own Computationsarxiv.org
- Introspection Adapters: Training LLMs to Report Their Learned Behaviorsarxiv.org
- Introspection Adapters: Training LLMs to Report Their Learned Behaviorsarxiv.org
- LLMs can learn about themselves by introspection — LessWronglesswrong.com
- The Persona Selection Model: Why AI Assistants might Behave like Humansalignment.anthropic.com
- Self-CTRL: Self-Consistency Training with Reinforcement Learningarxiv.org
- [2410.13787] Looking Inward: Language Models Can Learn About Themselves by Introspectionarxiv.org
- [2410.13787] Looking Inward: Language Models Can Learn About Themselves by Introspectionarxiv.org
- Emergent introspective awareness in large language models \ Anthropicanthropic.com