Are LLM learning skills rather than being Stochastic Parrots?

A Theory for Emergence of Complex Skills in Language Models

Skill-Mix: a Flexible and Expandable Family of Evaluations for AI models

www.quantamagazine.org/new-theor…

youtu.be/fTMMsreAq…

Arora, S

arxiv.org/search/cs

Was that Sarcasm?: A Literature Survey on Sarcasm Detection

Can Models Learn Skill Composition from Examples?

Instruct-SkillMix: A Powerful Pipeline for LLM Instruction Tuning

Goyal, A

arxiv.org/search/cs

Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs

Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving

Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning