The dependency graph

Modern AI is a network, not a list. Start with the executive view — the ~15 works that form the spine — then drill into a domain, a single paper's neighbourhood, or the full graph. Node colour marks the research domain; a dark ring marks a reviewed record. Every relationship is also available as a structured table below.

15 nodes · 9 edges

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View as a structured list (9 relationships)
Dependency relationships shown in the graph: source work, relationship type, target work, and evidence tier.
FromRelationshipToEvidence
Attention Is All You Needapplies toBERTdirect
Attention Is All You Needapplies toExploring the Limits of Transfer Learning with a Unified Text-to-Text Transformerdirect
Language Models are Few-Shot Learnersprovides evidence forScaling Laws for Neural Language Modelsdirect
Scaling Laws for Neural Language ModelschallengesTraining Compute-Optimal Large Language Modelsdirect
InstructGPTreplacesDirect Preference Optimizationdirect
Language Models are Few-Shot LearnersenablesChain-of-Thought Prompting Elicits Reasoningdirect
Chain-of-Thought Prompting Elicits ReasoningcombinesReActdirect
Training Compute-Optimal Large Language ModelsenablesLLaMAdirect
Attention Is All You Needmakes efficientFlashAttentiondirect