数据来源：ArXiv Domain LLM Domain Papers1. Simulator-Grounded Large Language Models for Industrial Causal Reasoning: Tool-Use, Structured Injection, and Plant-Portable Retrieval for Wastewater Treatment Decision SupportAbstract:Wastewater operators need answers grounded in how their plant’s variables interact and how fast effects propagate, not in generic pretraining text, when asking causal questions such as “why is N2O rising?” or “what happens if I cut aeration by 20%?”. We compare three concret ...

数据来源：ArXiv Domain LLM Domain Papers1. Simulator-Grounded Large Language Models for Industrial Causal Reasoning: Tool-Use, Structured Injection, and Plant-Portable Retrieval for Wastewater Treatment Decision SupportAbstract:Wastewater operators need answers grounded in how their plant’s variables interact and how fast effects propagate, not in generic pretraining text, when asking causal questions such as “why is N2O rising?” or “what happens if I cut aeration by 20%?”. We compare three concret ...

数据来源：ArXiv Domain LLM Domain Papers1. LLMs Know the Constraint But Do Not Use It: Activation Bottlenecks in Pragmatic Constraint ReasoningAbstract:When a salient surface cue competes with an implicit feasibility constraint, LLMs often fail — but aggregate accuracy conflates genuine constraint inference with conservative defaulting. We formalize the distinction as conditional constraint activation: the constraint is internally encoded (Knowledge) symmetrically across constraint-present and -abs ...

数据来源：ArXiv Domain LLM Domain Papers1. LLMs Know the Constraint But Do Not Use It: Activation Bottlenecks in Pragmatic Constraint ReasoningAbstract:When a salient surface cue competes with an implicit feasibility constraint, LLMs often fail — but aggregate accuracy conflates genuine constraint inference with conservative defaulting. We formalize the distinction as conditional constraint activation: the constraint is internally encoded (Knowledge) symmetrically across constraint-present and -abs ...