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Graph-based Planning: A Leap Forward for AI Agent Efficiency

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Predicting LLM Boilerplate Responses from the First Word

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Smart Entity Linking: Routing Mentions for Efficient AI Reasoning

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Ring-linear Models: A Hybrid Approach to Efficient Long-Context AI Reasoning

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Boosting AI Agent Efficiency: How SpecCache Tackles Web Interaction Delays

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GateSkip: Optimizing LLM Compute with Token-Wise Layer Skipping

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Optimizing NL2SQL with LLMs: Introducing the Datalake Agent for Cost-Efficient Database Interaction

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KVCOMM: Boosting Multi-Agent LLM Efficiency with Smart Memory Reuse

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Dynamic Layer Routing Enhances LLM Efficiency and Accuracy

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Streamlining Resume Analysis: A Scalable Framework for Information Extraction

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EAGER: Smarter LLM Reasoning Through Adaptive Compute Allocation

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Self-Aware LLMs: Improving Debate Efficiency and Accuracy

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MixReasoning: A Smart Approach to Efficient Language Model Thinking

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A New Approach to Efficient Large Language Models with Dynamic Expert Management

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Guiding Large Language Models to Think Efficiently: A New Approach to Combat Overthinking

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Adaptive Reasoning Suppression: Making Large Language Models Think Smarter, Not Longer

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Chain-in-Tree: Streamlining LLM Reasoning with Adaptive Branching

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RoRecomp: Making LLMs Reason More Concisely and Efficiently

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Enhancing LLM Conversations: A New Strategy to Combat Forgetting and Boost Efficiency

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Slim-SC: Enhancing LLM Reasoning Efficiency Through Intelligent Thought Pruning

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AQUA: Enhancing LLM Efficiency Through Dynamic Attention Optimization

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SpikingBrain: Brain-Inspired Models for Efficient Large Language Processing

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REFRAG: Boosting LLM Speed and Context for RAG Applications

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Enhancing Language Models for Graph Tasks with Targeted Context

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New Method Helps Large Language Models Think Smarter, Not Longer

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SCOPE: Smarter Prompts for Faster, Cheaper Large Language Models

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Jet-Nemotron: Achieving High-Performance Language Models Through Smart Architecture Design

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Optimizing LLM Code Processing: The Efficiency Gains of Unformatted Code

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Dynamic Self-Awareness for Efficient Large Language Model Reasoning

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Cutting Down on AI Overthinking: Introducing Certainty-Guided Reflection Suppression

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