#constraint-optimization News & Analysis

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

2 articles

AINeutralarXiv – CS AI · 15h ago6/10

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Anchor: Mitigating Artifact Drift in Agent Benchmark Generation

Researchers introduce Anchor, a task-generation pipeline that addresses 'artifact drift' in AI agent benchmarking by automatically creating consistent instructions, environments, solutions, and verifiers from formal specifications. The team releases ERP-Bench, a 300-task benchmark for enterprise workflows, finding frontier AI models solve only 17.4% of tasks optimally despite meeting explicit constraints 26.1% of the time.

AINeutralarXiv – CS AI · Mar 174/10

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LLM Routing as Reasoning: A MaxSAT View

Researchers propose a new constraint-based approach to LLM routing that formulates the problem as weighted MaxSAT/MaxSMT optimization, using natural language feedback to create constraints over model attributes. Testing on a 25-model benchmark shows this method can effectively route queries to appropriate LLMs based on user preferences expressed in natural language.