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Meta‑Capability Alignment

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DataFunTalk
DataFunTalk
Jun 3, 2025 · Artificial Intelligence

Meta‑Capability Alignment: Psychologically Inspired Training to Endow Large Language Models with Stable Reasoning

Researchers from NUS, Tsinghua and Salesforce AI Research introduce a meta‑capability alignment framework that integrates deductive, inductive and abductive reasoning via a psychology‑based triple, automatically generates and validates training data, and demonstrates over 10% accuracy gains on math, coding and scientific benchmarks for 7B and 32B models.

Artificial IntelligenceMeta‑Capability Alignmentlarge language models
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Meta‑Capability Alignment: Psychologically Inspired Training to Endow Large Language Models with Stable Reasoning