Paper treats long-context retrieval as value-indexed local traversal
On MiniGrid Memory, a five-token traversal head reached 0.95 mean return after 0.59M steps, ahead of absolute addressing.
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Self-Evolving Search Index
SELF-INDEX enables a search index to autonomously diagnose retrieval failures and revise its keys, improving LLM agent retrieval and memory.