Author

Ling-Peng Kong

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#natural language process... Preprint Jul 2026

Reflective Recovery: A Self-Supervised Method for Reasoning by Learning from Mistakes

Reflective Recovery is proposed, a simple yet effective self-supervised approach that transforms failed reasoning attempts into recovery training data and enables models to develop emergent self-correction behaviors, representing a paradigm shift from outcome-oriented memorization to process-oriented reflective reasoni...

Qi-Rui Chen, Ren-Jie Pi, Jia-Hui Gao et al. · 0 citations

Review Aug 2026

Structuring Semantic Embeddings for Principle Evaluation: A Prototype-Guided Contrastive Learning Approach

This paper introduces Prototype-Guided Contrastive Learning (PGCL), a prototype-guided geometric regularization module built on top of frozen text embeddings, and introduces Prototype-Guided Contrastive Learning (PGCL), a prototype-guided geometric regularization module built on top of frozen text embeddings.

Che Shen, Junwei Su, Ling-Peng Kong et al. · 1 citation