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.
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2 Pith papers cite this work. Polarity classification is still indexing.
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cs.SE 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Pilot study of an empathic AI IDE found no significant gains in learning or workload over standard AI tools, with only greater perceived help in error correction.
citing papers explorer
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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.
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Towards More Empathic Programming Environments: An Experimental Empathic AI-Enhanced IDE
Pilot study of an empathic AI IDE found no significant gains in learning or workload over standard AI tools, with only greater perceived help in error correction.