Showing 2025 · cs.AIShow all
2 papers · 2 filters
cs.AI2025
Monitor-Generate-Verify (MGV): Formalising Metacognitive Theory for Language Model Reasoning
Nick Oh, Fernand Gobet
Test-time reasoning architectures such as those following the Generate-Verify paradigm, where a model iteratively refines or verifies its own generated outputs, prioritise generati…
cs.AI2025
Before you <think>, monitor: Implementing Flavell's metacognitive framework in LLMs
Nick Oh
Current approaches to enhancing LLM reasoning follows two isolated paradigms: Monitor-Generate methods like Plan-and-Solve (Wang et al., 2023) and SELF-DISCOVER (Zhou et al., 2024)…