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EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees (AI summary)
Yuhui Li, Fangyun Wei, Chao Zhang, Hongyang Zhang
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GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models (AI summary)
Shilong Li, Yancheng He, Hangyu Guo, Xingyuan Bu, Ge Bai, Jie Liu, Jiaheng Liu, Xingwei Qu, Yangguang Li, Wanli Ouyang, Wenbo Su, Bo Zheng
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From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries (AI summary)
Hitesh Wadhwa, Rahul Seetharaman, Somyaa Aggarwal, Reshmi Ghosh, Samyadeep Basu, Soundararajan Srinivasan, Wenlong Zhao, Shreyas Chaudhari, Ehsan Aghazadeh
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From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data (AI summary)
Zheyang Xiong, Vasilis Papageorgiou, Kangwook Lee, Dimitris Papailiopoulos
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Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B (AI summary)
Di Zhang, Xiaoshui Huang, Dongzhan Zhou, Yuqiang Li, Wanli Ouyang
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LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs (AI summary)
Ziyan Jiang, Xueguang Ma, Wenhu Chen
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Be like a Goldfish, Don't Memorize! Mitigating Memorization in Generative LLMs (AI summary)
Abhimanyu Hans, Yuxin Wen, Neel Jain, John Kirchenbauer, Hamid Kazemi, Prajwal Singhania, Siddharth Singh, Gowthami Somepalli, Jonas Geiping, Abhinav Bhatele, Tom Goldstein
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PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers (AI summary)
Myeonghwa Lee, Seonho An, Min-Soo Kim
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Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More? (AI summary)
Jinhyuk Lee, Anthony Chen, Zhuyun Dai, Dheeru Dua, Devendra Singh Sachan, Michael Boratko, Yi Luan, Sébastien M. R. Arnold, Vincent Perot, Siddharth Dalmia, Hexiang Hu, Xudong Lin, Panupong Pasupat, Aida Amini, Jeremy R. Cole, Sebastian Riedel, Iftekhar Naim, Ming-Wei Chang, Kelvin Guu
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TextGrad: Automatic "Differentiation" via Text (AI summary)
Mert Yuksekgonul, Federico Bianchi, Joseph Boen, Sheng Liu, Zhi Huang, Carlos Guestrin, James Zou
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