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References (14)

[1]
Scaling Long-Horizon LLM Agent via Context-Folding
2025Weiwei Sun, Miao Lu et al.
[2]
BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent
2025Zijian Chen, Xueguang Ma et al.
[3]
MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent
2025Hongli Yu, Tinghong Chen et al.
[4]
Qwen3 Technical Report
2025An Yang, Anfeng Li et al.
[5]
LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks
2024Yushi Bai, Shangqing Tu et al.
[6]
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
2024Di Wu, Hongwei Wang et al.
[7]
RULER: What's the Real Context Size of Your Long-Context Language Models?
2024Cheng-Ping Hsieh, Simeng Sun et al.
[8]
NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens
2024Cunxiang Wang, Ruoxi Ning et al.
[9]
A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts
2024Kuang-Huei Lee, Xinyun Chen et al.
[10]
ınftyBench: Extending Long Context Evaluation Beyond 100K Tokens
2024Xinrong Zhang, Yingfa Chen et al.
[11]
YaRN: Efficient Context Window Extension of Large Language Models
2023Bowen Peng, Jeffrey Quesnelle et al.
[12]
L-Eval: Instituting Standardized Evaluation for Long Context Language Models
2023Chen An, Shansan Gong et al.
[13]
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
2020Patrick Lewis, Ethan Perez et al.
[14]
The NarrativeQA Reading Comprehension Challenge
2017Tomás Kociský, Jonathan Schwarz et al.

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