@article{fromknowledgetoactionoutcomesofthe2025la,
  title = {From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry},
  author = {Aritra Roy and Kevin Shen and Andrew MacBride and Awwal Oladipupo and Mudassra Taskeen and Wojtek Treyde and Ruaa A. E. A. Abakar and Ahmad D. Abbas and Elsayed Abdelfatah and Abbas A. Abdullahi and Seham S. Abyah and Chahd Rahyl Adjmi and Fariha Agbere and Savyasanchi Aggarwal and Muhammad Ahmed and Tasnim Ahmed and Motasem Ajlouni and Mattias Akke and Hussein AlAdwan and Anwaar S. Alazani and Zahra A. Alharbi and Wajd A. Aljulyhi and Mohammed A. AlKubaish and Fatima A. Almahri and Sayed A. Almohri and David Obeh Alobo and Mohammed Alouni and Azizah S. Alqahtani and Omar Alsaigh and Husain Althagafi and Md. Aqib Aman and Lena Ara and  Arifin and Ignacio Arretche and Abdulaziz Ashy and Syeda A. Asim and Amro Aswad and Adeel Atta and Sören Auer and Abdullah al Azmi and Toheeb Balogun and Suvo Banik and Viktoriia Baibakova and Shakira A. Baksh and Neus G. Bastús and Christina J. Bayard and Adib Bazgir and Louis Beal and Lejla Biberić and Wahid Billah and Ankita Biswas and Joshua Bocarsly and Montassar T. Bouzidi and Esma B. Boydas and Youssef Briki and Cailin Buchanan and Mauricio Cafiero and Damien Caliste and Yi Cao and Rafael E. Castañeda and Sruthy K. Chandy and Benjamin Charmes and Shayantan Chaudhuri and Yiming Chen and Alexander Chen and Jieneng Chen and Min-Hsueh Chiu and Defne Circi and Cinthya H. Contreras and Yoann Cure and Nathan Daelman and Roshini Dantuluri and Thomas Davy and William Dawson and Leonid Didukh and Rui Ding and Aminu R. Doguwa and Claudia Draxl and Sathya Edamadaka and Oulaya Elargab and Christina Ertural and Matthew L. Evans and Edvin Fako and Hossam Farag and Nur A. Fathurrahman and Merve Fedai and Rodrigo P. Ferreira and Giuseppe Fisicaro and Thomas Frank and Sasi K. Gaddipati and Abhijeet Gangan and Jennifer Garland and James Garrick and Luigi Genovese and Maryam Ghadrdran and Sandip Giri and Maxime Goulet and Jeremy Goumaz and Sara U. Gracia and Jacob Graham and Gabriel Graves and Kevin P. Greenman and Tim Greitemeier and Cameron Gruich and Sophie Gu and Salomé Guilbert and Hans Gundlach and Muriel F. Gusta and Mourad El Haddaoui and Alexander J. Haibel and Anubhab Haldar and Vehaan Handa and Hassan Harb and Nathan D. Harms and Abdullah Al Hasan and Abir Hassan and Qiyao He and Andrés Henao-Aristizábal and Bram Hoex and Sungil Hong and Alexander J. Horvath and Md. Shaib Hossain and Yanqi Huang and Yuqing Huang and Kostiantyn Hubaiev and Donald Intal and Katherine Inzani and Kevin Ishimwe and Tugba Isik and Gopal R. Iyer and Katharina Jager and Jan Janssen and Hyewon Jeong and Michael Jirasek and Tyler R. Josephson and Nisarg Joshi and Yassir Ben Kacem and Remya A. M. Kalapurakal and Rakesh R. Kamath and Sugan Kanagasenthinathan and Dohun Kang and Jason Kantorow and Kübra Kaygisiz and Murat Keceli and Farhana Keya and Muhammad U. Khan and Sartaaj Takrim Khan and Hyungjun Kim and Alexander Kister and Sascha Klawohn and Collin Kovacs and Pranav Krishnan and Maurycy Kryzanowski and Ritesh Kumar and Suman Kumari and Gourav Kumbhojkar and Ryo Kuroki and Shashank Kushwaha and Magdalena Lederbauer and Jaejun Lee and Seunghan Lee and Jeonghwan Lee and Bingcan Li and Calvin Li and Zhanzhao Li and Shi Li and Shicheng Li and Chengyan Liu and Hao Liu and Tung Yan Liu and Yutong Liu and Lucia Vina-Lopez and Chayaphol Lortaraparsert and Andre K. Y. Low and Saffron Luxford and Carlos Madariaga and Rishikesh Magar and Piyush R. Maharana and Rahul Mallela and Shoaib Mahmud and Natesan Mani and Umair Mansoor and Omar B. Mansour and Cassandra Masschelein and Kinga O. Mastej and Ankit Mathanker and Jeffrey Meng and Omran Mezghani and Yidong Ming and Rishav Mitra and Michail Mitsakis and Matthew Miyagishima and Ravikumar Mohan and Naveen R. Mohanraj and Trupti Mohanty and Bernadette Mohr and Francisco A. Molina-Bakhos and Jeremy Monat and Seyed Mohamad Moosavi and Shayan Mousavi and Arman Moussavi and Rubel Mozumber and Muhammad J. Mufti and Diyana Muhammed and Ram Munde and Mrigi Munjal and José A. Márquez and Shankha Nag and Giacomo Nagaro and Juno Nam and Jose M. Napoles-Duarte and Ry Nduma and Xuan-Vu Nguyen and Ebrahim Norouzi and Oluwatosin Ohiro and Ryotaro Okabe and Viejay Ordillo and Shuichiro Ozawa and Sebastian Pagel and Daniel Palmer and Angela Pan and Akash Pandey and Vivek Pandit and Prakul Pandit and Chiku Parida and Jaehee Park and Hyunsoo Park and Hemangi Patel and Shakul Pathak and Taradutt Pattnaik and Elena Patyukova and Noah Paulson and Deepak S. Pendyala and Erick S. Pepek and Martin H. Petersen and Thang D. Pham and Aniket Phutane and Sabila K. Pinky and Étienne Polack and Alison Polasik and Maria Politi and Tim Pongratz and Akhila Ponugoti and Fabio Priante and Thomas Michael Pruyn and Sai S. Puppala and Mohammad A. Qazi and Heike Quosdorf and Gollam Rabby and Mohammad J. Raei and Md. Habibur Rahman and A. B. M. Ashikur Rahman and Subhashree Rajasekaran and Tawfiqur Rakib and Hemanth N. Ramesh and Vrushali Ranadive and Karnamohit Ranka and Bojana Rankovic and Adwaith Ravichandran and Ilija Rašović and Sergei Rigin and Tatem Rios and Varun Rishi and Victor Naden Robinson and Lucas S. Rodrigues and Oswaldo Rodriguez and Mahule Roy and Diptendu Roy and Subhas Roy and Arokia Anto Royan M and Joseph F. Rudzinski and Muhammad Sabih and Subramanyam Sahoo and Srusti Bheem Sain and Thahira Saliya and Vignesh Sampath and Jesus Diaz Sanchez and Arthur S. S. Santos and Muliady Satria and Hasan M. Sayeed and Jörg Schaarschmidt and Philippe Schwaller and Nofit Segal and Abhishec Senthilvel and Sherjeel Shabih and Devanshu Shah and Faezeh Shahmoradi and Samiha Sharlin and Killian Sheriff and Qiuyu Shi and Abubakar D. Shuaibu and Ayesha Siddiqua and M. A. Shadab Siddiqui and Darian Smalley and Benjamin Smith and Taylor D. Sparks and Daniel T. Speckhard and Elena Stojanovska and Akshay Subramanian and Jiwon Sun and Yunkai Sun and Abdul W. Syed and Souvik Ta and Izumi Takahara and Kelly Tallau and Guannan Tang and Ans B. Tariq and Sui X. Tay and Nurlybek Temirbay and Surya P. Tiwari and Febin Tom and Tajah Trapier and Kasidet J. Trerayapiwat and Samanvya Tripathi and Hawra H. Tuhaifa and Mustafa Unal and Mohammad Uzair and Vallabh Vasudevan and Estefania Vazquez and Victor Venturi and Rahul Verma and Ashwini Verma and Alvaro Vazquez-Mayagoitia and Nicholas Wagner and Araki Wakiuchi and Hao Wan and Liaoyaqi Wang and Wolfgang Wenzel and Alexander Wieczorek and Sze H. Wong and Yue Wu and Tong Xie and Andrew Yi and Ziqi Yin and Jodie A. Yuwono and Nahed A. Zaid and Mohd Zaki and Shehtab Zaman and Maimuna U. Zarewa and Mahtab Zehtab and Baosen Zhang and Wenyu Zhang and Melody Zhang and Yangfan Zhang and Yuwen Zhang and Runze Zhang and Zongmin Zhang and Huanhuan Zhao and Yuanlong Bill Zheng and Ramzi Zidani and Xue Zong and Ian Foster and Ben Blaiszik},
  year = {2026},
  eprint = {2605.03205},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.03205},
}