Difficulty-Focused Contrastive Learning for Knowledge Tracing with a Large Language Model-Based Difficulty Prediction.
Unggi LeeSungjun YoonJoon Seo YunKyoungsoo ParkYounghoon JungDamji StrattonHyeoncheol KimPublished in: LREC/COLING (2024)
Keyphrases
- learning algorithm
- learning systems
- knowledge acquisition
- prior knowledge
- learning process
- knowledge base
- language acquisition
- active learning
- average reward reinforcement learning
- knowledge level
- object oriented programming
- solving problems
- concept maps
- human experts
- knowledge sharing
- background knowledge
- prediction accuracy
- online learning
- expert systems
- conceptual model
- inductive inference
- supervised learning
- knowledge representation
- pattern languages
- representation language
- artificial neural networks
- effective learning
- java programming
- language learners