LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Haoyu, Fu, Yujia, Zhang, Zhu, Wang, Shuo, Ren, Zirui, Wang, Xiaorong, Li, Zhili, He, Chaoqun, An, Bo, Liu, Zhiyuan, Sun, Maosong |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLM$\times$MapReduce: Simplified Long-Sequence Processing using Large Language Models
by: Zhou, Zihan, et al.
Published: (2024)
by: Zhou, Zihan, et al.
Published: (2024)
LLM$\times$MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System
by: Chao, Yu, et al.
Published: (2025)
by: Chao, Yu, et al.
Published: (2025)
MR. Video: "MapReduce" is the Principle for Long Video Understanding
by: Pang, Ziqi, et al.
Published: (2025)
by: Pang, Ziqi, et al.
Published: (2025)
A-MapReduce: Executing Wide Search via Agentic MapReduce
by: Chen, Mingju, et al.
Published: (2026)
by: Chen, Mingju, et al.
Published: (2026)
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models
by: Guo, Jiani, et al.
Published: (2025)
by: Guo, Jiani, et al.
Published: (2025)
Monocle: Hybrid Local-Global In-Context Evaluation for Long-Text Generation with Uncertainty-Based Active Learning
by: Wang, Xiaorong, et al.
Published: (2025)
by: Wang, Xiaorong, et al.
Published: (2025)
Scalable Fault-Tolerant MapReduce
by: Hespe, Demian, et al.
Published: (2024)
by: Hespe, Demian, et al.
Published: (2024)
A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models
by: Zhang, Gongbo, et al.
Published: (2024)
by: Zhang, Gongbo, et al.
Published: (2024)
Necessity of Cooperative Transmissions for Wireless MapReduce
by: Bi, Yue, et al.
Published: (2026)
by: Bi, Yue, et al.
Published: (2026)
Word Frequency Counting Based on Serverless MapReduce
by: Li, Hanzhe, et al.
Published: (2026)
by: Li, Hanzhe, et al.
Published: (2026)
Wireless MapReduce Arrays for Coded Distributed Computing
by: Peter, Elizabath, et al.
Published: (2024)
by: Peter, Elizabath, et al.
Published: (2024)
DrJAX: Scalable and Differentiable MapReduce Primitives in JAX
by: Rush, Keith, et al.
Published: (2024)
by: Rush, Keith, et al.
Published: (2024)
Data stream treatment using sliding windowswith MapReduce
by: María José Basgall
Published: (2016)
by: María José Basgall
Published: (2016)
A New Interference-Alignment Scheme for Wireless MapReduce
by: Bi, Yue, et al.
Published: (2022)
by: Bi, Yue, et al.
Published: (2022)
BurstAttention: An Efficient Distributed Attention Framework for Extremely Long Sequences
by: Sun, Ao, et al.
Published: (2024)
by: Sun, Ao, et al.
Published: (2024)
Efficient Candidate-Free R-S Set Similarity Joins with Filter-and-Verification Trees on MapReduce
by: Feng, Yuhong, et al.
Published: (2025)
by: Feng, Yuhong, et al.
Published: (2025)
MapReduce LoRA: Advancing the Pareto Front in Multi-Preference Optimization for Generative Models
by: Chen, Chieh-Yun, et al.
Published: (2025)
by: Chen, Chieh-Yun, et al.
Published: (2025)
A Novel Approach to Translate Structural Aggregation Queries to MapReduce Code
by: Abdelmoniem, Ahmed M., et al.
Published: (2025)
by: Abdelmoniem, Ahmed M., et al.
Published: (2025)
Blind Interference Alignment for MapReduce: Exploiting Side-information with Reconfigurable Antennas
by: Lu, Yuxiang, et al.
Published: (2024)
by: Lu, Yuxiang, et al.
Published: (2024)
BurstEngine: an Efficient Distributed Framework for Training Transformers on Extremely Long Sequences of over 1M Tokens
by: Sun, Ao, et al.
Published: (2025)
by: Sun, Ao, et al.
Published: (2025)
Micro-Macro Retrieval: Reducing Long-Form Hallucination in Large Language Models
by: Feng, Yujie, et al.
Published: (2026)
by: Feng, Yujie, et al.
Published: (2026)
Scalable Distributed Algorithms for Size-Constrained Submodular Maximization in the MapReduce and Adaptive Complexity Models
by: Chen, Yixin, et al.
Published: (2022)
by: Chen, Yixin, et al.
Published: (2022)
MapReduce‐Enhanced Fuzzy K‐Least Medians for Qualitative Clustering of Document Big Data
by: Tanvir Habib Sardar, et al.
Published: (2025)
by: Tanvir Habib Sardar, et al.
Published: (2025)
Reinforced Informativeness Optimization for Long-Form Retrieval-Augmented Generation
by: Wang, Yuhao, et al.
Published: (2025)
by: Wang, Yuhao, et al.
Published: (2025)
Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts
by: Chen, Yingfa, et al.
Published: (2026)
by: Chen, Yingfa, et al.
Published: (2026)
Squid: Long Context as a New Modality for Energy-Efficient On-Device Language Models
by: Chen, Wei, et al.
Published: (2024)
by: Chen, Wei, et al.
Published: (2024)
Acerca de la aplicación de MapReduce+ Hadoop en el tratamiento de Big Data
by: Antonio Hernández Dominguez
Published: (2015)
by: Antonio Hernández Dominguez
Published: (2015)
Probabilistic Contrastive Learning for Long-Tailed Visual Recognition
by: Du, Chaoqun, et al.
Published: (2024)
by: Du, Chaoqun, et al.
Published: (2024)
LongViTU: Instruction Tuning for Long-Form Video Understanding
by: Wu, Rujie, et al.
Published: (2025)
by: Wu, Rujie, et al.
Published: (2025)
$\infty$Bench: Extending Long Context Evaluation Beyond 100K Tokens
by: Zhang, Xinrong, et al.
Published: (2024)
by: Zhang, Xinrong, et al.
Published: (2024)
BAPE: Learning an Explicit Bayes Classifier for Long-tailed Visual Recognition
by: Du, Chaoqun, et al.
Published: (2025)
by: Du, Chaoqun, et al.
Published: (2025)
Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences
by: Liu, Zicheng, et al.
Published: (2024)
by: Liu, Zicheng, et al.
Published: (2024)
PROXYQA: An Alternative Framework for Evaluating Long-Form Text Generation with Large Language Models
by: Tan, Haochen, et al.
Published: (2024)
by: Tan, Haochen, et al.
Published: (2024)
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos
by: Ren, Xubin, et al.
Published: (2025)
by: Ren, Xubin, et al.
Published: (2025)
Long-Chain Reasoning Distillation via Adaptive Prefix Alignment
by: Liu, Zhenghao, et al.
Published: (2026)
by: Liu, Zhenghao, et al.
Published: (2026)
Scaling Value Iteration Networks to 5000 Layers for Extreme Long-Term Planning
by: Wang, Yuhui, et al.
Published: (2024)
by: Wang, Yuhui, et al.
Published: (2024)
Prompt-Driven Agentic Video Editing System: Autonomous Comprehension of Long-Form, Story-Driven Media
by: Ding, Zihan, et al.
Published: (2025)
by: Ding, Zihan, et al.
Published: (2025)
MapDream: Task-Driven Map Learning for Vision-Language Navigation
by: Lian, Guoxin, et al.
Published: (2026)
by: Lian, Guoxin, et al.
Published: (2026)
Poster: Long PHP webshell files detection based on sliding window attention
by: Wang, Zhiqiang, et al.
Published: (2025)
by: Wang, Zhiqiang, et al.
Published: (2025)
Scalable mRMR feature selection to handle high dimensional datasets: Vertical partitioning based Iterative MapReduce framework
by: Vivek, Yelleti, et al.
Published: (2022)
by: Vivek, Yelleti, et al.
Published: (2022)
Similar Items
-
LLM$\times$MapReduce: Simplified Long-Sequence Processing using Large Language Models
by: Zhou, Zihan, et al.
Published: (2024) -
LLM$\times$MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System
by: Chao, Yu, et al.
Published: (2025) -
MR. Video: "MapReduce" is the Principle for Long Video Understanding
by: Pang, Ziqi, et al.
Published: (2025) -
A-MapReduce: Executing Wide Search via Agentic MapReduce
by: Chen, Mingju, et al.
Published: (2026) -
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models
by: Guo, Jiani, et al.
Published: (2025)