The paper unifies perspectives on Long CoT in reasoning LLMs by introducing a taxonomy, detailing characteristics of deep reasoning and reflection, and discussing emergence phenomena and future directions.
Enhancing reasoning capabilities of small language models with blueprints and prompt template search
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
SEF-CLGC with SLMs trained on natural and symbolic languages achieves 27.80% content score while lowering content bias on SemEval-2026 Task 11 Subtask 1.
citing papers explorer
-
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
The paper unifies perspectives on Long CoT in reasoning LLMs by introducing a taxonomy, detailing characteristics of deep reasoning and reflection, and discussing emergence phenomena and future directions.
-
SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance
SEF-CLGC with SLMs trained on natural and symbolic languages achieves 27.80% content score while lowering content bias on SemEval-2026 Task 11 Subtask 1.