Igniting Language Intelligence: The Hitchhiker's Guide from Chain-of-Thought Reasoning to Language Agents
Zhang Z, Yao Y, Zhang A, Tang X, Ma X, He Z, Wang Y, Gerstein M, Wang R, Liu G, Zhao H. Igniting Language Intelligence: The Hitchhiker's Guide from Chain-of-Thought Reasoning to Language Agents. ACM Computing Surveys 2025, 57: 1-39. DOI: 10.1145/3719341.Peer-Reviewed Original ResearchLanguage agentsComplex reasoning tasksReasoning capabilitiesReasoning methodologyLanguage modelCOTS techniquesReasoning approachReasoning tasksTheoretical proofLanguage instructionLinguistic contextEmpirical performanceLanguage intelligenceReasoning performanceHitchhiker’s GuideLanguageSurvey articleEnhance interpretationAdvanced cognitive abilitiesCOTSResearch dimensionsExecutive actionProspective research avenuesCognitive abilitiesCOTS approach
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