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SURVEYFORGE : On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing (2025.acl-long)

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Challenge: SURVEYFORGE automates survey paper writing, but quality gap between LLM-generated and human-written surveys remains significant.
Approach: They propose a survey tool that automatically generates and refines human-written surveys.
Outcome: Experiments show that SURVEYFORGE outperforms previous work such as AutoSurvey in outline quality and content quality.

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