Some highlighted publications. See my Google Scholar profile for a complete list.
Fast Controlled Generation from Language Models with Adaptive Weighted Rejection Sampling
Benjamin Lipkin*, Benjamin LeBrun*, Jacob Hoover Vigly, João Loula, David R. MacIver, Li Du, Jason Eisner, Ryan Cotterell, Vikash Mansinghka, Timothy J. O'Donnell, Alexander K. Lew, Tim Vieira
COLM 2025 [🏆 Outstanding Paper; Top 0.3%]
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers
Theo X. Olausson*, Alex Gu*, Benjamin Lipkin*, Cedegao E. Zhang*, Armando Solar-Lezama, Joshua B. Tenenbaum, Roger Levy
EMNLP 2023 [🏆 Outstanding Paper; Top 0.6%]
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo
João Loula*, Benjamin LeBrun*, Li Du*, Benjamin Lipkin, Clemente Pasti, Gabriel Grand, Tianyu Liu, Yahya Emara, Marjorie Freedman, Jason Eisner, Ryan Cotterell, Vikash Mansinghka, Alexander K. Lew, Tim Vieira, Timothy J. O'Donnell
ICLR 2025 [🏆 Oral Presentation; Top 1.8%]
Elements of World Knowledge (EWoK): A Cognition-Inspired Framework for Evaluating Basic World Knowledge in Language Models
Anna A. Ivanova*, Aalok Sathe*, Benjamin Lipkin*, Unnathi U. Kumar, Setayesh Radkani, Thomas H. Clark, Carina Kauf, Jennifer Hu, R. T. Pramod, Gabriel Grand, Vivian C. Paulun, Maria Ryskina, Ekin Akyürek, Ethan G. Wilcox, Nafisa Rashid, Leshem Choshen, Roger Levy, Evelina Fedorenko, Joshua Tenenbaum, Jacob Andreas
TACL 2025
Evaluating Statistical Language Models as Pragmatic Reasoners
Benjamin Lipkin, Lionel Wong, Gabriel Grand, Joshua B Tenenbaum
CogSci 2023
Convergent Representations of Computer Programs in Human and Artificial Neural Networks
Shashank Srikant*, Benjamin Lipkin*, Anna Ivanova, Evelina Fedorenko, Una-May O'Reilly
NeurIPS 2022