Publications

This section contains publications published by ISI over the past several decades.

2022

Knife: Distilling reasoning knowledge from free-text rationales

Aaron Chan, Zhiyuan Zeng, Wyatt Lake, Brihi Joshi, Hanjie Chen, Xiang Ren
arXiv preprint arXiv:2212.09721,  2022

Dataless knowledge fusion by merging weights of language models

Xisen Jin, Xiang Ren, Daniel Preotiuc-Pietro, Pengxiang Cheng
arXiv preprint arXiv:2212.09849,  2022

APOLLO: A simple approach for adaptive pretraining of language models for logical reasoning

Soumya Sanyal, Yichong Xu, Shuohang Wang, Ziyi Yang, Reid Pryzant, Wenhao Yu, Chenguang Zhu, Xiang Ren
arXiv preprint arXiv:2212.09282,  2022

NS3: Neuro-symbolic semantic code search

Shushan Arakelyan, Anna Hakhverdyan, Miltiadis Allamanis, Luis Garcia, Christophe Hauser, Xiang Ren
Advances in Neural Information Processing Systems 35, 10476-10491,  2022

RobustLR: A diagnostic benchmark for evaluating logical robustness of deductive reasoners

Soumya Sanyal, Zeyi Liao, Xiang Ren
Proceedings of the 2022 Conference on Empirical Methods in Natural Language …,  2022

Epidemiologic characteristics and prediction of incidence trend of all types of influenza based on ARIMA MODEL.

Hao-yun Dai, Nan Zhou, Xiang Ren, Piao-yi Luo, Shang-hui Yi, Mei-fang Quan, Wen-ting Zha, Yuan Lyu
2022

Contrastive novelty-augmented learning: Anticipating outliers with large language models

Albert Xu, Xiang Ren, Robin Jia
arXiv preprint arXiv:2211.15718,  2022

Pinto: Faithful language reasoning using prompt-generated rationales

Peifeng Wang, Aaron Chan, Filip Ilievski, Muhao Chen, Xiang Ren
arXiv preprint arXiv:2211.01562,  2022

XMD: An end-to-end framework for interactive explanation-based debugging of NLP models

Dong-Ho Lee, Akshen Kadakia, Brihi Joshi, Aaron Chan, Ziyi Liu, Kiran Narahari, Takashi Shibuya, Ryosuke Mitani, Toshiyuki Sekiya, Jay Pujara, Xiang Ren
arXiv preprint arXiv:2210.16978,  2022

MMGA: Multimodal Learning with Graph Alignment

Xuan Yang, Quanjin Tao, Xiao Feng, Donghong Cai, Xiang Ren, Yang Yang
arXiv preprint arXiv:2210.09946,  2022

REV: Information-theoretic evaluation of free-text rationales

Hanjie Chen, Faeze Brahman, Xiang Ren, Yangfeng Ji, Yejin Choi, Swabha Swayamdipta
arXiv preprint arXiv:2210.04982,  2022

Understanding the digital publishing economy: From eBook disruption to platform ecosystem

Xiang Ren
The SAGE Handbook of the Digital Media Economy. London: SAGE, 301-324,  2022

Frame: Evaluating rationale-label consistency metrics for free-text rationales

Aaron Chan, Shaoliang Nie, Liang Tan, Xiaochang Peng, Hamed Firooz, Maziar Sanjabi, Xiang Ren
arXiv preprint arXiv:2207.00779,  2022

Human heart anoxia and reperfusion tissue (HEART) model for the rapid study of exosome bound miRNA expression as biomarkers for myocardial infarction

Bradley W Ellis, George Ronan, Xiang Ren, Gokhan Bahcecioglu, Satyajyoti Senapati, David Anderson, Eileen Handberg, Keith L March, Hsueh‐Chia Chang, Pinar Zorlutuna
Small 18 (28), 2201330,  2022

Newsedits: A news article revision dataset and a novel document-level reasoning challenge

Alexander Spangher, Xiang Ren, Jonathan May, Nanyun Peng
Proceedings of the 2022 Conference of the North American Chapter of the …,  2022

Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing

Colin Cherry, Angela Fan, George Foster, Gholamreza Reza Haffari, Shahram Khadivi, Xiang Ren, Ehsan Shareghi, Swabha Swayamdipta
Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural …,  2022

Er-test: Evaluating explanation regularization methods for language models

Brihi Joshi, Aaron Chan, Ziyi Liu, Shaoliang Nie, Maziar Sanjabi, Hamed Firooz, Xiang Ren
Proceedings of the 2nd Workshop on Trustworthy Natural Language Processing …,  2022

NewsEdits: A News Article Revision Dataset and a Document-Level Reasoning Challenge

Alexander Spangher, Xiang Ren, Jonathan May, Nanyun Peng
arXiv preprint arXiv:2206.07106,  2022

Beyond the imitation game: Quantifying and extrapolating the capabilities of language models

Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao, Abu Awal Md Shoeb, Abubakar Abid, Adam Fisch, Adam R Brown, Adam Santoro, Aditya Gupta, Adrià Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W Kocurek, Ali Safaya, Ali Tazarv, Alice Xiang, Alicia Parrish, Allen Nie, Aman Hussain, Amanda Askell, Amanda Dsouza, Ambrose Slone, Ameet Rahane, Anantharaman S Iyer, Anders Andreassen, Andrea Madotto, Andrea Santilli, Andreas Stuhlmüller, Andrew Dai, Andrew La, Andrew Lampinen, Andy Zou, Angela Jiang, Angelica Chen, Anh Vuong, Animesh Gupta, Anna Gottardi, Antonio Norelli, Anu Venkatesh, Arash Gholamidavoodi, Arfa Tabassum, Arul Menezes, Arun Kirubarajan, Asher Mullokandov, Ashish Sabharwal, Austin Herrick, Avia Efrat, Aykut Erdem, Ayla Karakaş, B Ryan Roberts, Bao Sheng Loe, Barret Zoph, Bartłomiej Bojanowski, Batuhan Özyurt, Behnam Hedayatnia, Behnam Neyshabur, Benjamin Inden, Benno Stein, Berk Ekmekci, Bill Yuchen Lin, Blake Howald, Bryan Orinion, Cameron Diao, Cameron Dour, Catherine Stinson, Cedrick Argueta, César Ferri Ramírez, Chandan Singh, Charles Rathkopf, Chenlin Meng, Chitta Baral, Chiyu Wu, Chris Callison-Burch, Chris Waites, Christian Voigt, Christopher D Manning, Christopher Potts, Cindy Ramirez, Clara E Rivera, Clemencia Siro, Colin Raffel, Courtney Ashcraft, Cristina Garbacea, Damien Sileo, Dan Garrette, Dan Hendrycks, Dan Kilman, Dan Roth, Daniel Freeman, Daniel Khashabi, Daniel Levy, Daniel Moseguí González, Danielle Perszyk, Danny Hernandez, Danqi Chen, Daphne Ippolito, Dar Gilboa, David Dohan, David Drakard, David Jurgens, Debajyoti Datta, Deep Ganguli, Denis Emelin, Denis Kleyko, Deniz Yuret, Derek Chen, Derek Tam, Dieuwke Hupkes, Diganta Misra, Dilyar Buzan, Dimitri Coelho Mollo, Diyi Yang, Dong-Ho Lee, Dylan Schrader, Ekaterina Shutova, Ekin Dogus Cubuk, Elad Segal, Eleanor Hagerman, Elizabeth Barnes, Elizabeth Donoway, Ellie Pavlick, Emanuele Rodola, Emma Lam, Eric Chu, Eric Tang, Erkut Erdem, Ernie Chang, Ethan A Chi, Ethan Dyer, Ethan Jerzak, Ethan Kim, Eunice Engefu Manyasi, Evgenii Zheltonozhskii, Fanyue Xia, Fatemeh Siar, Fernando Martínez-Plumed, Francesca Happé, Francois Chollet, Frieda Rong, Gaurav Mishra, Genta Indra Winata, Gerard de Melo, Germán Kruszewski, Giambattista Parascandolo, Giorgio Mariani, Gloria Wang
arXiv preprint arXiv:2206.04615,  2022

Eliciting and understanding cross-task skills with task-level mixture-of-experts

Qinyuan Ye, Juan Zha, Xiang Ren
arXiv preprint arXiv:2205.12701,  2022