@article{llmtimesmapreducev2entropydriven, title = {LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources}, author = {Haoyu Wang and Yujia Fu and Zhu Zhang and Shuo Wang and Zirui Ren and Xiaorong Wang and Zhili Li and Chaoqun He and Bo An and Zhiyuan Liu and Maosong Sun}, year = {2025}, eprint = {2504.05732}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.05732v2}, }