"long-context reasoning" Papers

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Learning to Focus: Causal Attention Distillation via Gradient‐Guided Token Pruning

Yiju Guo, Wenkai Yang, Zexu Sun et al.

NEURIPS 2025arXiv:2506.07851

MIR-Bench: Can Your LLM Recognize Complicated Patterns via Many-Shot In-Context Reasoning?

Kai Yan, Zhan Ling, Kang Liu et al.

NEURIPS 2025arXiv:2502.09933

PSMBench: A Benchmark and Dataset for Evaluating LLMs Extraction of Protocol State Machines from RFC Specifications

Zilin Shen, Xinyu Luo, Imtiaz Karim et al.

Rhapsody: A Dataset for Highlight Detection in Podcasts

Younghan Park, Anuj Diwan, David Harwath et al.

COLM 2025paperarXiv:2505.19429

Scaling Instruction-tuned LLMs to Million-token Contexts via Hierarchical Synthetic Data Generation

Linda He, Jue Wang, Maurice Weber et al.

ICLR 2025arXiv:2504.12637

Transformers Provably Learn Chain-of-Thought Reasoning with Length Generalization

Yu Huang, Zixin Wen, Aarti Singh et al.

NEURIPS 2025arXiv:2511.07378

Value-Guided Search for Efficient Chain-of-Thought Reasoning

Kaiwen Wang, Jin Zhou, Jonathan Chang et al.

NEURIPS 2025arXiv:2505.17373