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Not All Tokens Are Equal: Inflation-Aware Routing for Agentic LLM Systems
Author1, Author2, Author3, Author4, Author5
routingcost optimizationagentic systemstoken inflation
2608.13571
Builder Relevance
1h ago80%
Abstract
The paper introduces InflationAgent, a system that addresses token inflation in agentic LLMs by optimizing model selection based on true workflow costs.
Reality Card
Core Claim
InflationAgent achieves 94.7% accuracy on GSM8K while using 31% fewer tokens compared to FrugalGPT.
Method / Result
InflationAgent measures token inflation with a maximum inflation ratio of 4.25x for a 7B model on multi-hop question answering.
Limitations
The study may have limitations in generalizing results across different model architectures and task types.
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