The Thousand-Graph Hypothesis: A Testable Hypothesis of Task-Conditioned Relation Materialization in Repository-Level Code Reasoning

arXiv:2608.26602 · cs.SE, cs.CL · Submitted 2026-08-27 · Read on arXiv

cs.SE, cs.CL

Submitted: 2026-08-27

Updated: 2026-08-27

Terminology

• Consistency — 5× in this paper · explained in 3 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Abstraction — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Elias — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Knowledge graphs — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Repository Intelligence Graph: Deterministic Architectural Map for LLM Code Assistants
• DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
• RepoScope: Leveraging Call Chain-Aware Multi-View Context for Repository-Level Code Generation
• Codebase-Memory: Tree-Sitter-Based Knowledge Graphs for LLM Code Exploration via MCP
• GRACE: Graph-Guided Repository-Aware Code Completion through Hierarchical Code Fusion
• Completion by Comprehension: Guiding Code Generation with Multi-Granularity Understanding

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