CAR routes each query to either a short answer or full reasoning based on the perplexity of the model's draft answer, improving accuracy and cutting token use on VQA, KIE, and math/common sense benchmarks.
Unlocking the capabilities of thought: A reasoning boundary framework to quantify and optimize chain-of- thought
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Prolonged Reasoning Is Not All You Need: Certainty-Based Adaptive Routing for Efficient LLM/MLLM Reasoning
CAR routes each query to either a short answer or full reasoning based on the perplexity of the model's draft answer, improving accuracy and cutting token use on VQA, KIE, and math/common sense benchmarks.