Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling 文章

ArXiv CS.CL2026-05-27NEWSen作者: Xinglin Wang, Hao Lin, Shaoxiong Feng, Peiwen Yuan, Yiwei Li, Jiayi Shi, Yueqi Zhang, Chuyi Tan, Ji Zhang, Boyuan Pan, Yao Hu, Kan Li
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Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling · 相关技术

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RedisORMODELLMlanguage modeldivide-and-conquer partitioningTest-Time ScalingTTSStraight-Through EstimatorStanSpatial Pivot-Aligned Coordinate-free Embedding (SPACE)SPAReferring expression comprehension (REC)Parts-of-Speech (POS) tagsNarrative Abstraction BenchmarkLoRAlarge language modelsHISGranular Alignment ParadigmForFFIEffort Metric AttentionENADiTCISARGANN