SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models (2025 · 12 citations)
Small language models (SLMs) are cheaper and more private than LLMs, but they reason less well. Earlier CoT distillation methods such as KARD and CasCoD add retrieved documents or multi-step generation to help them. That extra input makes inference slower and can bring in irrelevant or misleading content. SKIntern…
Datasets for Scientific Literature Understanding: A Survey (2026)
Scholarly publishing is growing faster than researchers can follow, so machine comprehension of papers is a key enabler of AI for Science (AI4S). This survey, by authors at the National Science Library of the Chinese Academy of Sciences, catalogues the datasets behind that goal and arranges them into four branches:
Hetero-Designer: Automated Design of Multi-Agent Systems with Heterogeneous LLMs (2026)
Most automated methods for building LLM-based multi-agent systems (MAS) run every agent on the same model, such as GPT-4o.

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Papers of our library cite their works 12 times (of the 149,439 papers whose bibliographies we read); 6 citing papers with a page here →.

Updated 2 November 2026