Specificity and Context predict actionable code generation while Verification predicts adoption and Context predicts integration depth in LLM-assisted PR workflows.
Should I Give Up Now?
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.SE 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Calls for a new paradigm in software engineering where machines support causal reasoning rather than only prediction from data patterns.
citing papers explorer
-
Prompt Quality and Pull Request Outcomes: A Stage-Based Empirical Study of LLM-Assisted Development
Specificity and Context predict actionable code generation while Verification predicts adoption and Context predicts integration depth in LLM-assisted PR workflows.
-
Reasoning Beyond Prediction: From Data-Driven to Causal Software Engineering
Calls for a new paradigm in software engineering where machines support causal reasoning rather than only prediction from data patterns.