When Old Facts Return: Re-Reads, Reverts, and the Limits of Temporal Memory

cs.SE, cs.CL

Submitted: 2026-10-06

Updated: 2026-10-06

Comments: 12 pages, 1 figure. Ancillary files contain retained aggregate evidence, derived scenario and annotation exports, reference code, and an offline verifier

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Sources

• Qwen2.5-Coder Technical Report
• Nomic Embed: Training a Reproducible Long Context Text Embedder
• Temporal Validity in Retrieval Memory: Eliminating Stale-Fact Errors for AI Agents over Evolving Knowledge

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