#silent-failures News & Analysis

2 articles tagged with #silent-failures. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBearisharXiv – CS AI · Apr 157/10

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Is Vibe Coding the Future? An Empirical Assessment of LLM Generated Codes for Construction Safety

Researchers empirically evaluated 450 LLM-generated Python scripts for construction safety and found alarming reliability gaps, including a 45% silent failure rate where code executes but produces mathematically incorrect safety outputs. The study demonstrates that current frontier LLMs lack the deterministic rigor required for autonomous safety-critical engineering applications, necessitating human oversight and governance frameworks.

🧠 GPT-4🧠 Claude🧠 Gemini

AIBearisharXiv – CS AI · Mar 57/10

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When Shallow Wins: Silent Failures and the Depth-Accuracy Paradox in Latent Reasoning

Research reveals that state-of-the-art AI mathematical reasoning models like Qwen2.5-Math-7B achieve 61% accuracy primarily through unreliable computational pathways, with only 18.4% using stable reasoning. The study exposes that 81.6% of correct predictions come from inconsistent methods and 8.8% are confident but incorrect outputs.