paper_type.json (271B)
1 { 2 "paper_type": "empirical", 3 "reason": "Proposes a multimodal APR framework and reports quantitative experimental results on multiple benchmarks (SWE-Bench M, MMCode, CodeVision) with ablation studies demonstrating the effectiveness of structured visual reasoning." 4 }