Zero-shot LLM prompts recover ESCO prerequisite lists with BERTScore F1 around 0.82, but the evaluation lacks baselines and contamination checks, so the result does not establish true inference.
Prerequisite-driven deep knowledge tracing,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.IR 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
How Well Do LLMs Predict Prerequisite Skills? Zero-Shot Comparison to Expert-Defined Concepts
Zero-shot LLM prompts recover ESCO prerequisite lists with BERTScore F1 around 0.82, but the evaluation lacks baselines and contamination checks, so the result does not establish true inference.