Paper Lantern

Search computer science papers related to AI code generation. Compare retrieval-augmented, fine-tuned, and agentic workflow approaches. Return representative papers, key evidence, major tradeoffs, suitable scenarios, and practical engineering recommendations.

A method-based literature review with representative studies, evidence summaries, tradeoff comparisons, and implementation advice.

I am designing an AI assistant for repository Q&A. Find papers supporting context retrieval, long-context modeling, and tool use. Summarize experimental findings, performance boundaries, and known limitations to help me choose an architecture.

An evidence summary for architecture decisions, outlining effectiveness, limitations, and fit conditions for each approach.

Help me quickly understand research on AI coding agents: list important recent papers, topic evolution, common evaluation benchmarks, and open problems.

A research map summarizing key papers, trends, evaluation benchmarks, and unresolved challenges.