#constraints News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Mar 177/10

🧠

CCTU: A Benchmark for Tool Use under Complex Constraints

Researchers introduce CCTU, a new benchmark for evaluating large language models' ability to use tools under complex constraints. The study reveals that even state-of-the-art LLMs achieve less than 20% task completion rates when strict constraint adherence is required, with models violating constraints in over 50% of cases.

AINeutralarXiv – CS AI · May 126/10

🧠

Beyond ESG Scores: Learning Dynamic Constraints for Sequential Portfolio Optimization

Researchers propose MACF-X, a machine learning framework that integrates ESG constraints into portfolio optimization without modifying financial models' core logic. The approach treats ESG as dynamic portfolio preferences rather than static scoring inputs, potentially improving risk management in sustainable investing.