Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Models von Madaan, Lovish, Esiobu, David, Stenetorp, Pontus, Plank, Barbara, Hupkes, Dieuwke

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Evaluation data contamination in LLMs: how do we measure it and (when) does it matter? von Singh, Aaditya K, Kocyigit, Muhammed Yusuf, Poulton, Andrew, Esiobu, David, Lomeli, Maria, Szilvasy, Gergely, Hupkes, Dieuwke

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Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Models von Madaan, Lovish, Esiobu, David, Stenetorp, Pontus, Plank, Barbara, Hupkes, Dieuwke

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ROBBIE: Robust Bias Evaluation of Large Generative Language Models von Esiobu, David, Tan, Xiaoqing, Hosseini, Saghar, Ung, Megan, Zhang, Yuchen, Fernandes, Jude, Dwivedi-Yu, Jane, Presani, Eleonora, Williams, Adina, Smith, Eric Michael

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Evaluation data contamination in LLMs: how do we measure it and (when) does it matter? von Singh, Aaditya K, Muhammed Yusuf Kocyigit, Poulton, Andrew, Esiobu, David, Lomeli, Maria, Szilvasy, Gergely, Hupkes, Dieuwke

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A Theory on Adam Instability in Large-Scale Machine Learning von Molybog, Igor, Albert, Peter, Chen, Moya, DeVito, Zachary, Esiobu, David, Goyal, Naman, Koura, Punit Singh, Narang, Sharan, Poulton, Andrew, Silva, Ruan, Tang, Binh, Liskovich, Diana, Xu, Puxin, Zhang, Yuchen, Kambadur, Melanie, Roller, Stephen, Zhang, Susan

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The Llama 3 Herd of Models von Vaughan, Alex, Yang, Aobo, Chern, Bobbie, Keller, Christian, Wong, Corinne, Ferrer, Cristian Canton, Allonsius, Damien, Garcia-Olano, Diego, Lakomkin, Egor, Thattai, Govind, Nail, Graeme, Touvron, Hugo, Misra, Ishan, Zhang, Jack, Park, Jason, Fu, Jeremy, Wang, Jie, Li, Ke, El-Arini, Khalid, Rantala-Yeary, Lauren, van der Maaten, Laurens, Jenkins, Liz, Malo, Lubo, Rita, Mathieu, Pavlova, Maya, Si, Min, Bashlykov, Nikolay, Krishnan, Praveen, Xu, Puxin, Sumbaly, Roshan, Chennabasappa, Sahana, Bhosale, Shruti, Borodinsky, Sydney, Scialom, Thomas, Xiao, Tong, Ramanathan, Vignesh, Albiero, Vítor, Wang, Xiaofang, Gaur, Yashesh, Babaei, Yasmine, Shajnfeld, Adam, Menon, Ajay, Caples, Andrew, Poulton, Andrew, Franco, Annie, Chowdhury, Arkabandhu, Paranjape, Bhargavi, Stojkovic, Brani, Mejia, Catalina, Zhou, Chao, Gao, Cynthia, Beaty, Dana, Adkins, David, David, Delia, Foss, Didem, Wang, Dingkang, Holland, Dustin, Dowling, Edward, Tian, Feng, Florez, Gabriela Medina, Herman, Grant, Sizov, Grigory, Guangyi, Zhang, Leontiadis, Ilias, Geboski, James, Asher, Japhet, Jin, Jian, Cummings, Joe, Carvill, Jon, Wang, Junjie, Matosich, Kathy, Wehrstedt, Luca, Liu, Miao, Patel, Mihir, Samvelyan, Mikayel, Macey, Mike, Singhal, Nayan, Salpekar, Omkar, Balaji, Pavan, Roux, Pierre, Dollar, Piotr, Zvyagina, Polina, Yuvraj, Pritish, Bondu, Sai Jayesh, Chugh, Sara, Lin, Shenghao, Zha, Shengxin Cindy, Kehoe, Steve, Deng, Summer, Subramanian, Suraj, Best, Tamara, Montanez, Victoria, Mangla, Vishal, Mihailescu, Vlad Tiberiu, Constable, Will, Wang, Xiaolan, Kleinman, Yaniv, Nam, Youngjin, Zhao, Yu

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Llama 2: Open Foundation and Fine-Tuned Chat Models von Touvron, Hugo, Martin, Louis, Stone, Kevin, Albert, Peter, Almahairi, Amjad, Babaei, Yasmine, Bashlykov, Nikolay, Batra, Soumya, Bhargava, Prajjwal, Bhosale, Shruti, Bikel, Dan, Blecher, Lukas, Ferrer, Cristian Canton, Chen, Moya, Cucurull, Guillem, Esiobu, David, Fernandes, Jude, Fu, Jeremy, Fu, Wenyin, Fuller, Brian, Gao, Cynthia, Goswami, Vedanuj, Goyal, Naman, Hartshorn, Anthony, Hosseini, Saghar, Hou, Rui, Inan, Hakan, Kardas, Marcin, Kerkez, Viktor, Khabsa, Madian, Kloumann, Isabel, Korenev, Artem, Koura, Punit Singh, Lachaux, Marie-Anne, Lavril, Thibaut, Lee, Jenya, Liskovich, Diana, Lu, Yinghai, Mao, Yuning, Martinet, Xavier, Mihaylov, Todor, Mishra, Pushkar, Molybog, Igor, Nie, Yixin, Poulton, Andrew, Reizenstein, Jeremy, Rungta, Rashi, Saladi, Kalyan, Schelten, Alan, Silva, Ruan, Smith, Eric Michael, Subramanian, Ranjan, Tan, Xiaoqing Ellen, Tang, Binh, Taylor, Ross, Williams, Adina, Kuan, Jian Xiang, Xu, Puxin, Yan, Zheng, Zarov, Iliyan, Zhang, Yuchen, Fan, Angela, Kambadur, Melanie, Narang, Sharan, Rodriguez, Aurelien, Stojnic, Robert, Edunov, Sergey, Scialom, Thomas

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ROBBIE: Robust Bias Evaluation of Large Generative Language Models von Esiobu, David, Tan, Xiaoqing, Hosseini, Saghar, Ung, Megan, Zhang, Yuchen, Fernandes, Jude, Dwivedi-Yu, Jane, Presani, Eleonora, Williams, Adina, Smith, Eric Michael

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A Theory on Adam Instability in Large-Scale Machine Learning von Molybog, Igor, Albert, Peter, Chen, Moya, DeVito, Zachary, Esiobu, David, Goyal, Naman, Punit Singh Koura, Narang, Sharan, Poulton, Andrew, Silva, Ruan, Tang, Binh, Liskovich, Diana, Xu, Puxin, Zhang, Yuchen, Kambadur, Melanie, Roller, Stephen, Zhang, Susan

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The Llama 3 Herd of Models von Pandey, Abhinav, Letman, Aiesha, Yang, Amy, Fan, Angela, Rao, Arun, Spataru, Ava, Marra, Chris, Wong, Corinne, Song, Daniel, Wyatt, Danny, Lakomkin, Egor, Radenovic, Filip, Synnaeve, Gabriel, Georgia Lewis Anderson, Zarov, Iliyan, Copet, Jade, Mahadeokar, Jay, van der Linde, Jelmer, Hong, Jenny, Wang, Jie, Park, Jongsoo, Jia, Junteng, Upasani, Kartikeya, Li, Ke, Heafield, Kenneth, Rantala-Yeary, Lauren, Pasupuleti, Mahesh, Oldham, Mathew, Mathieu, Rita, Hassan, Mona, Bashlykov, Nikolay, Vasic, Petar, Bhargava, Prajjwal, Punit Singh Koura, Ganapathy, Raj, Sauvestre, Romain, Taylor, Ross, Whitman, Spencer, Sootla, Sten, Kerkez, Viktor, Petrovic, Vladan, Wang, Xiaofang, Xie, Xinfeng, Gaur, Yashesh, Victoria, Adolfo, Goldstand, Ahuva, Ho, Andrew, Bharambe, Ashwin, Yazdan, Azadeh, Leonhardi, Benjamin, Loyd, Beth, Ni, Boyu, Chu, Ching-Hsiang, Cai, Chris, Li, Daniel, Testuggine, Davide, Wang, Dingkang, Wood, Emily, Inan, Hakan, Wang, Hannah, Aspegren, Henry, Tufanov, Igor, Irina-Elena Veliche, Marcus, Jeff, Chan, Jennifer, Torres, Jonathan, Ginsburg, Josh, Matosich, Kathy, Jagadeesh, Kiran, Chawla, Kunal, Garg, Lakshya, Bell, Lee, Zhang, Lei, Patel, Mihir, Wang, Mike, Rastegari, Mohammad, Hart, Olivia, Kalinli, Ozlem, Zvyagina, Polina, Murthy, Raghotham, Mitra, Rahul, Li, Raymond, Hogan, Rebekkah, Wang, Rocky, Rinott, Ruty, Dhillon, Sargun, Pan, Satadru, Choudhury, Sy, Best, Tamara, Robinson, Thomas, Zhang, Tianjun, Montanez, Victoria, Vinay Satish Kumar, Mangla, Vishal, Poenaru, Vlad, Constable, Will, Wu, Xilun, Qian, Yundi, Li, Yunlu, Rait, Zach

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Llama 2: Open Foundation and Fine-Tuned Chat Models von Touvron, Hugo, Martin, Louis, Stone, Kevin, Albert, Peter, Almahairi, Amjad, Babaei, Yasmine, Bashlykov, Nikolay, Batra, Soumya, Bhargava, Prajjwal, Bhosale, Shruti, Bikel, Dan, Blecher, Lukas, Cristian Canton Ferrer, Chen, Moya, Cucurull, Guillem, Esiobu, David, Fernandes, Jude, Fu, Jeremy, Fu, Wenyin, Fuller, Brian, Gao, Cynthia, Goswami, Vedanuj, Goyal, Naman, Hartshorn, Anthony, Hosseini, Saghar, Hou, Rui, Inan, Hakan, Kardas, Marcin, Kerkez, Viktor, Khabsa, Madian, Kloumann, Isabel, Korenev, Artem, Punit Singh Koura, Marie-Anne Lachaux, Lavril, Thibaut, Lee, Jenya, Liskovich, Diana, Lu, Yinghai, Mao, Yuning, Martinet, Xavier, Mihaylov, Todor, Mishra, Pushkar, Molybog, Igor, Nie, Yixin, Poulton, Andrew, Reizenstein, Jeremy, Rungta, Rashi, Saladi, Kalyan, Schelten, Alan, Silva, Ruan, Smith, Eric Michael, Subramanian, Ranjan, Tan, Xiaoqing Ellen, Tang, Binh, Taylor, Ross, Williams, Adina, Jian Xiang Kuan, Xu, Puxin, Zheng, Yan, Zarov, Iliyan, Zhang, Yuchen, Fan, Angela, Kambadur, Melanie, Narang, Sharan, Rodriguez, Aurelien, Stojnic, Robert, Edunov, Sergey, Scialom, Thomas

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RS12. Comparing Mortality and Hospital Length of Stay in the Setting of Truncal and Peripheral Vascular Trauma in Patients Treated With Tranexamic Acid on Initial Presentation von GnanaDev, Raja, Dong, Fanglong, Ali, Aamna, Makkar, George, Esiobu, Prince, Vara, Richard, Wong, David, Neeki, Michael

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Limb Salvage and Functional Limb Outcomes After Traumatic Acute Limb Ischemia von Aarabi, Shahram, Emanuels, David, Esiobu, Prince, Quiroga, Elina, Tran, Nam, Starnes, Benjamin, Singh, Niten

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Microalgae Biotechnology Research and Development Opportunities in Nigeria von Ogbonna, James Chukwuma, Nwoba, Emeka G., Chuka-Ogwude, David, Ogbonna, Innocent, Adesalu, Abosede T.

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