PoLLMgraph: Unraveling Hallucinations in Large Language Models via State Transition Dynamics

Keyphrases

• Hallucinations 100%
• State Transition 100%
• Transitional Dynamics 100%
• Large Language Models 100%
• White-box 33%
• Benchmark Dataset 16%
• Detection Method 16%
• ROC-AUC 16%
• State-of-the-art Techniques 16%
• Black Box 16%
• Behavioral Model 16%
• Internal State 16%
• Effective Model 16%
• Forecasting Approach 16%
• Box Detection 16%
• Polygraph 16%
• Practical Deployment 16%
• Tractable Probabilistic Models 16%

Computer Science

• State Transition 100%
• Large Language Model 100%
• Open Source 14%
• Research Community 14%
• Benchmarking Dataset 14%
• Experimental Result 14%
• Internal State 14%