A saturation-based scoping review identifies three families of conversational assessment systems and synthesizes them into a Hybrid Socratic Framework that pairs deterministic code analysis with dual-agent LLM questioning, knowledge tracking, and execution-tied guardrails for verifying student code.
K., Joosten-Ten Brinke, D., V os, T
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SE 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Chatbot-Based Assessment of Code Understanding in Automated Programming Assessment Systems
A saturation-based scoping review identifies three families of conversational assessment systems and synthesizes them into a Hybrid Socratic Framework that pairs deterministic code analysis with dual-agent LLM questioning, knowledge tracking, and execution-tied guardrails for verifying student code.