On HotpotQA, a judge-free semantic stopper reduces operational tokens by 38% at parity quality versus fixed max_iterations, while an oracle selecting the best round improves Information Score by +0.115.
Alpay Algebra V: Multi-Layered Semantic Games and Transfinite Fixed-Point Simulation,
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Semantic Early-Stopping for Iterative LLM Agent Loops
On HotpotQA, a judge-free semantic stopper reduces operational tokens by 38% at parity quality versus fixed max_iterations, while an oracle selecting the best round improves Information Score by +0.115.