Multiple Research Papers Address LLM Reasoning Quality and Agent System Limitations

Recent research reveals critical limitations in LLM deployment including reasoning quality gaps, factuality issues in long-form generation, and systematic failures in long-horizon agent tasks. Studies introduce new evaluation frameworks including Filtered Reasoning Score and AlphaEval for production agent assessment.