repoGitHubTrust 82 · PrimaryPublished yesterdayLive · yesterday
Amirhosein-gh98/Gnosis
Can LLMs Predict Their Own Failures? Self-Awareness via Internal Circuits
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 49%Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs →
- PossiblePossibly related (embedding) · 49%LLMs know when they are wrong. I made a fix relating to Anthropic's new "global workspace" paper [R] →
- PossiblePossibly related (embedding) · 46%Manufactured Confidence: How Memory Consolidation Turns Hearsay into Confident Facts →
- PossiblePossibly related (embedding) · 46%Mirage of Mastery: Memorization Tricks LLMs into Artificially Inflated Self-Knowledge - The Association for the Advancement of Artificial Intelligence →
- PossiblePossibly related (embedding) · 46%Independent Clinical Evaluation of General-Purpose LLM Responses to Signals of Suicide Risk - The Association for the Advancement of Artificial Intelligence →
Implements
Covers
newsLLMs know when they are wrong. I made a fix relating to Anthropic's new "global workspace" paper [R]newsMirage of Mastery: Memorization Tricks LLMs into Artificially Inflated Self-Knowledge - The Association for the Advancement of Artificial IntelligencenewsIndependent Clinical Evaluation of General-Purpose LLM Responses to Signals of Suicide Risk - The Association for the Advancement of Artificial Intelligence
Related across the graph
paperReinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMsnewsMirage of Mastery: Memorization Tricks LLMs into Artificially Inflated Self-Knowledge - The Association for the Advancement of Artificial IntelligencepaperManufactured Confidence: How Memory Consolidation Turns Hearsay into Confident FactsnewsIndependent Clinical Evaluation of General-Purpose LLM Responses to Signals of Suicide Risk - The Association for the Advancement of Artificial IntelligencenewsLLMs know when they are wrong. I made a fix relating to Anthropic's new "global workspace" paper [R]