2 papers
cs.CL2026
Intelligence Degradation in Long-Context LLMs: Critical Threshold Determination via Natural Length Distribution Analysis
Weiwei Wang, Jiyong Min, Weijie Zou
Large Language Models (LLMs) exhibit catastrophic performance degradation when processing contexts approaching certain critical thresholds, even when information remains relevant.…
cs.AI2025
Solving LLM Repetition Problem in Production: A Comprehensive Study of Multiple Solutions
Weiwei Wang, Weijie Zou, Jiyong Min
The repetition problem, where Large Language Models (LLMs) continuously generate repetitive content without proper termination, poses a critical challenge in production deployments…