2025
ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models
EMNLP 2025
Large Language Models (LLMs), constrained by limited context windows, often face significant performance degradation when reasoning over long contexts. To address this, Retrieval-Augmented Generation (RAG) retrieves and reasons over chunks but frequently sacrifices logical coherence due to its relia