PrefPalette: Personalized Preference Modeling with Latent Attributes.

Puxin Xu

Shuyue Stella Li Melanie Sclar Hunter Lang Ansong Ni Jacqueline He Puxin Xu Andrew Cohen Chan Young Park Yulia Tsvetkov Asli Celikyilmaz PrefPalette: Personalized Preference Modeling with Latent Attributes. 2025 July abs/2507.13541 CoRR https://doi.org/10.48550/arXiv.2507.13541 db/journals/corr/corr2507.html#abs-2507-13541 streams/journals/corr

Chunting Zhou Pengfei Liu Puxin Xu Srinivasan Iyer 0001 Jiao Sun Yuning Mao Xuezhe Ma Avia Efrat Ping Yu Lili Yu Susan Zhang Gargi Ghosh Mike Lewis Luke Zettlemoyer Omer Levy LIMA: Less Is More for Alignment. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/ac662d74829e4407ce1d126477f4a03a-Abstract-Conference.html conf/nips/2023 db/conf/nips/neurips2023.html#ZhouLX0SMMEYYZG23

Igor Molybog Peter Albert Moya Chen Zachary DeVito David Esiobu Naman Goyal 0001 Punit Singh Koura Sharan Narang Andrew Poulton Ruan Silva Binh Tang Diana Liskovich Puxin Xu Yuchen Zhang Melanie Kambadur Stephen Roller Susan Zhang A Theory on Adam Instability in Large-Scale Machine Learning. 2023 abs/2304.09871 CoRR https://doi.org/10.48550/arXiv.2304.09871 db/journals/corr/corr2304.html#abs-2304-09871

Chunting Zhou Pengfei Liu Puxin Xu Srini Iyer 0001 Jiao Sun Yuning Mao Xuezhe Ma Avia Efrat Ping Yu Lili Yu Susan Zhang Gargi Ghosh Mike Lewis Luke Zettlemoyer Omer Levy LIMA: Less Is More for Alignment. 2023 abs/2305.11206 CoRR https://doi.org/10.48550/arXiv.2305.11206 https://www.wikidata.org/entity/Q131390026 db/journals/corr/corr2305.html#abs-2305-11206

Hugo Touvron Louis Martin Kevin Stone Peter Albert Amjad Almahairi Yasmine Babaei Nikolay Bashlykov Soumya Batra Prajjwal Bhargava Shruti Bhosale Dan Bikel Lukas Blecher Cristian Canton-Ferrer Moya Chen Guillem Cucurull David Esiobu Jude Fernandes Jeremy Fu Wenyin Fu Brian Fuller Cynthia Gao Vedanuj Goswami Naman Goyal 0001 Anthony Hartshorn Saghar Hosseini Rui Hou Hakan Inan Marcin Kardas Viktor Kerkez Madian Khabsa Isabel Kloumann Artem Korenev Punit Singh Koura Marie-Anne Lachaux Thibaut Lavril Jenya Lee Diana Liskovich Yinghai Lu Yuning Mao Xavier Martinet Todor Mihaylov Pushkar Mishra Igor Molybog Yixin Nie Andrew Poulton Jeremy Reizenstein Rashi Rungta Kalyan Saladi Alan Schelten Ruan Silva Eric Michael Smith Ranjan Subramanian Xiaoqing Ellen Tan Binh Tang Ross Taylor Adina Williams Jian Xiang Kuan Puxin Xu Zheng Yan Iliyan Zarov Yuchen Zhang Angela Fan Melanie Kambadur Sharan Narang Aurélien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom Llama 2: Open Foundation and Fine-Tuned Chat Models. 2023 abs/2307.09288 CoRR https://doi.org/10.48550/arXiv.2307.09288 https://www.wikidata.org/entity/Q121298347 db/journals/corr/corr2307.html#abs-2307-09288

Lili Yu Bowen Shi Ramakanth Pasunuru Benjamin Muller Olga Golovneva Tianlu Wang Arun Babu Binh Tang Brian Karrer Shelly Sheynin Candace Ross Adam Polyak Russell Howes Vasu Sharma Puxin Xu Hovhannes Tamoyan Oron Ashual Uriel Singer Shang-Wen Li 0001 Susan Zhang Richard James 0001 Gargi Ghosh Yaniv Taigman Maryam Fazel-Zarandi Asli Celikyilmaz Luke Zettlemoyer Armen Aghajanyan Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning. 2023 abs/2309.02591 CoRR https://doi.org/10.48550/arXiv.2309.02591 db/journals/corr/corr2309.html#abs-2309-02591

Armen Aghajanyan Peter Albert Amjad Almahairi Oron Ashual Yasmine Babaei Arun Babu Nikolay Bashlykov Soumya Batra Prajjwal Bhargava Shruti Bhosale Dan Bikel Lukas Blecher Cristian CantonCristian Canton-Ferrer Asli Celikyilmaz Moya Chen Andrew Cohen Guillem Cucurull Zach DeVitoZachary DeVito Sergey Edunov Avia Efrat David Esiobu Angela Fan Maryam Fazel-Zarandi Jude Fernandes Jeremy Fu Wenyin Fu Brian Fuller Cynthia Gao Gargi Ghosh Olga Golovneva Vedanuj Goswami Naman Goyal 0001 Anthony Hartshorn Jacqueline He Saghar Hosseini Rui Hou Russell Howes Hakan Inan Srinivasan Iyer 0001Srini Iyer 0001 Richard James 0001 Melanie Kambadur Marcin Kardas Brian Karrer Viktor Kerkez Madian Khabsa Isabel Kloumann Artem Korenev Punit Singh Koura Jian Xiang Kuan Marie-Anne Lachaux Hunter Lang Thibaut Lavril Jenya Lee Omer Levy Mike Lewis Shang-Wen Li 0001 Shuyue Stella Li Diana Liskovich Pengfei Liu Yinghai Lu Xuezhe Ma Yuning Mao Louis Martin Xavier Martinet Todor Mihaylov Pushkar Mishra Igor Molybog Benjamin Muller Sharan Narang Ansong Ni Yixin Nie Chan Young Park Ramakanth Pasunuru Adam Polyak Andrew Poulton Jeremy Reizenstein Aurélien Rodriguez Stephen Roller Candace Ross Rashi Rungta Kalyan Saladi Alan Schelten Thomas Scialom Melanie Sclar Vasu Sharma Shelly Sheynin Bowen Shi Ruan Silva Uriel Singer Eric Michael Smith Robert Stojnic Kevin Stone Ranjan Subramanian Jiao Sun Yaniv Taigman Hovhannes Tamoyan Xiaoqing Ellen Tan Binh Tang Ross Taylor Hugo Touvron Yulia Tsvetkov Tianlu Wang Adina Williams Zheng Yan Lili Yu Ping Yu Iliyan Zarov Luke Zettlemoyer Susan Zhang Yuchen Zhang Chunting Zhou