BWhat changed
Embedded generated bAbI reasoning facts among ordered background book sentences, allowing controlled extension of context length while testing retrieval, fact chaining and other reasoning operations.
Scientific scope
Embedded generated bAbI reasoning facts among ordered background book sentences, allowing controlled extension of context length while testing retrieval, fact chaining and other reasoning operations. Extends inherited bAbI tasks and PG19 background data. The reported 11-million-token recurrent-memory experiment concerns in-domain single-fact answering, not all twenty tasks. Generating new samples reduces exact-example leakage but does not prove universal immunity to contamination or template learning.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Extends inherited bAbI tasks and PG19 background data. The reported 11-million-token recurrent-memory experiment concerns in-domain single-fact answering, not all twenty tasks. Generating new samples reduces exact-example leakage but does not prove universal immunity to contamination or template learning.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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