Journal & Conference Papers

Primary line of work: CogSci/AI/NLP

Boguraev S, Lipkin B, Weissweiler L, Mahowald K. (under review). Models can and should embrace the communicative nature of human-generated math. arXiv.

Li J, Beeching E, Tunstall L, Lipkin B, Soletskyi R, Huang S, Rasul K, Yu L, Jiang AQ, Shen Z, Qin Z, Dong B, Zhou L, Fleureau Y, Lample G, Polu S. (preprint). NuminaMath: The largest public dataset in AI4Maths with 860k pairs of competition math problems and solutions. preprint.

Ivanova AA*, Sathe A*, Lipkin B*, Kumar U, Radkani S, Clark TH, Kauf C, Hu J, Pramod RT, Grand G, Paulun V, Ryskina M, Akyürek E, Wilcox E, Rashid N, Choshen L, Levy R, Fedorenko E, Tenenbaum J, Andreas J. (under review). Elements of World Knowledge (EWOK): A cognition-inspired framework for evaluating basic world knowledge in language models. arXiv.

Ivanova A*, Sathe A*, Lipkin B*, Fedorenko E, Andreas J. (2024). Log probability scores provide a closer match to human plausibility judgments than prompt-based evaluations. SouthNLP.

Olausson TX*, Gu A*, Lipkin B*, Zhang CE*, Solar-Lezama A, Tenenbaum JB, Levy R. (2023). LINC: A neuro-symbolic approach for logical reasoning by combining language models with first-order logic provers. Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP). [Outstanding Paper Award].

Li R, Ben Allal L, Zi Y, Muennighoff N, Kocetkov D, Mou C, Marone M, Akiki C, Li J, Chim J, Liu Q, Zheltonozhskii E, Zhou TY, Wang T, Dehaene O, Davaadorj M, Lamy-Poirier J, Monteiro J, Shliazhko O, Gontier N, Meade N, Zebaze A, Yee MH, Umapathi LK, Zhu J, Lipkin B, Oblokulov M, Wang Z, Murthy R, Stillerman J, Patel SS, Abulkhanov D, Zocca M, Dey M, Zhang Z, Fahmy N, Bhattacharyya U, Yu W, Singh S, Luccioni S, Villegas P, Kunakov M, Zhdanov F, Romero M, Lee T, Timor N, Ding J, Schlesinger C, Schoelkopf H, Ebert J, Dao T, Mishra M, Gu A, Robinson J, Anderson CJ, Dolan-Gavitt B, Contractor D, Reddy S, Fried D, Bahdanau D, Jernite Y, Ferrandis CM, Hughes S, Wolf T, Guha A, von Werra L, de Vries H. (2023). StarCoder: may the source be with you! Transactions on Machine Learning Research (TMLR).

Lipkin B, Wong L, Grand G, Tenenbaum JB. (2023). Evaluating statistical language models as pragmatic reasoners. Proceedings of the Annual Meeting of the Cognitive Science Society (CogSci) & Association for Computational Linguistics (ACL) Workshop on Natural Language Reasoning and Structured Explanations (NLRSE).

Srikant S*, Lipkin B*, Ivanova A, Fedorenko E, O’Reilly, UM. (2022). Convergent representations of computer programs in human and artificial neural networks. Advances in Neural Information Processing (NeurIPS).

Secondary line of work: Neuroscience of Language

Ozernov-Palchik O*, O’Brien AM, Lee EJ, Richardson H, Romeo R, Lipkin B, Small H, Capella J, Nieto-Castañón A, Saxe R, Gabrieli JDE, Fedorenko E. (under review). Precision fMRI reveals that the language network exhibits adult-like left-hemispheric lateralization by 4 years of age. bioRxiv.

Bruffaerts R, Pongos A, Shain C, Lipkin B, Siegelman M, Wens V, Sjøgård M, Pantazis D, Blank IA, Goldman S, De Tiège X, Fedorenko E. (under review). Functional identification of language-responsive channels in individual participants in MEG investigations. bioRxiv.

Regev T*, Lipkin B*, Boebinger D, Paunov A, Kean H, Norman-Haignere S, Fedorenko E. (2024). Preserved functional organization of human auditory cortex in individuals missing one temporal lobe from infancy. iScience.

Shain C, Kean H, Casto C, Lipkin B, Affourtit J, Siegelman M, Mollica F, Fedorenko E. (2024). Distributed sensitivity to syntax and semantics throughout the language network. Journal of Cognitive Neuroscience.

Krishna S, Choudhury A, Keough MB, Seo K, Ni L, Kakaizada S, Lee A, Aabedi A, Popova G, Lipkin B, Cao C, Gonzalez CN, Sudharshan R, Egladyous A, Almeida N, Zhang Y, Molinaro AM, Venkatesh HS, Daniel AGS, Shamardani K, Hyer J, Chang EF, Findlay A, Phillips JJ, Nagarajan S, Raleigh DR, Brang D, Monje M, Hurvey-Jumper SL. (2023). Glioblastoma remodelling of human neural circuits decreases survival. Nature. 

Shain C*, Paunov A*, Chen X*, Lipkin B, Fedorenko E. (2022). No evidence of theory of mind reasoning in human language network. Cerebral Cortex.

Lipkin B, Tuckute G, Affourtit J, Small H, Mineroff Z, Kean H, Jouravlev O, Rakocevic L, Pitchett B, Siegelman M, Hoeflin C, Pongos A, Blank IA, Kline M, Ivanova A, Shannon S, Sathe A, Hoffman M, Nieto-Castañón A, and Fedorenko E. (2022). Probabilistic atlas for the language network based on precision fMRI data from >800 individuals. Nature Scientific Data.

Aabedi A*, Lipkin B*, Kaur J, Kakaizada S, Reihl S, Young JS, Lee AT, Krishna S, Chang EF, Brang D, Hervey-Jumper SL. (2021). Functional alterations in cortical processing of speech in glioma-infiltrated cortex. PNAS.

Malik-Moraleda S, Cucu T, Lipkin B, Fedorenko, E. (2021). The domain-general Multiple Demand system is more active in bilinguals than monolinguals during executive processing. Neurobiology of Language.

Aabedi A, Lipkin B, Young JS, Krishna S, Kakaizada S, Kaur J, Berger M, Brang D, Hervey-Jumper SL. (2021). Spectro-temporal encoding of speech responses in glioma-infiltrated cortex. Journal of Neurosurgery.