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Logic SystemsOCT 18, 202410 MIN READ

Recursive Logic v2: Zero-Shot Reasoning

LO
AUTHOR NODE: LOGIC_LAB
psychologyLOGIC_CORE_STREAM_RESOLVED

REPORT_ABSTRACT

Zero-shot reasoning performance is highly dependent on an agent's ability to identify errors in its own outputs before final execution. In Recursive Logic v2, we introduce automated self-reflection modules within the reasoning loop of HYDRA-Z, allowing it to double-check hypotheses and correct logic paths on the fly.

Deductive Logic Loops

HYDRA-Z operates by generating multiple parallel logic outputs, which are then passed to a separate critic node. This critic checks for logical inconsistencies and feeds back descriptive logs, triggering local refinement iterations.

Zero-Shot Adaptability

Through recursive reflection, the model performs highly complex mathematical proofs and code auditing tasks without relying on expensive task-specific fine-tuning datasets, showcasing broad generalization capacity.