Weak-to-Strong Reasoning (AI summary)

Yuqing Yang, Yan Ma, Pengfei Liu

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Context Embeddings for Efficient Answer Generation in RAG (AI summary)

David Rau, Shuai Wang, Hervé Déjean, Stéphane Clinchant

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SpreadsheetLLM: Encoding Spreadsheets for Large Language Models (AI summary)

Yuzhang Tian, Jianbo Zhao, Haoyu Dong, Junyu Xiong, Shiyu Xia, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

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Learning to (Learn at Test Time): RNNs with Expressive Hidden States (AI summary)

Yu Sun, Xinhao Li, Karan Dalal, Jiarui Xu, Arjun Vikram, Genghan Zhang, Yann Dubois, Xinlei Chen, Xiaolong Wang, Sanmi Koyejo, Tatsunori Hashimoto, Carlos Guestrin

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Prover-Verifier Games improve legibility of LLM outputs (AI summary)

Jan Hendrik Kirchner, Yining Chen, Harri Edwards, Jan Leike, Nat McAleese, Yuri Burda

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Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence (AI summary)

Weize Chen, Ziming You, Ran Li, Yitong Guan, Chen Qian, Chenyang Zhao, Cheng Yang, Ruobing Xie, Zhiyuan Liu, Maosong Sun

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A Survey on Mixture of Experts (AI summary)

Weilin Cai, Juyong Jiang, Fan Wang, Jing Tang, Sunghun Kim, Jiayi Huang

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RouteLLM: Learning to Route LLMs with Preference Data (AI summary)

Isaac Ong, Amjad Almahairi, Vincent Wu, Wei-Lin Chiang, Tianhao Wu, Joseph E. Gonzalez, M Waleed Kadous, Ion Stoica

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Lookback Lens: Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps (AI summary)

Yung-Sung Chuang, Linlu Qiu, Cheng-Yu Hsieh, Ranjay Krishna, Yoon Kim, James Glass

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Reasoning in Large Language Models: A Geometric Perspective (AI summary)

Romain Cosentino, Sarath Shekkizhar

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