[4] Betz, G., Voigt, C., and Richardson, K. Critical thinking for language models. In Proceedings of the 14th International Conference on Computational Semantics (IWCS), pp. 63-75, Groningen, The Netherlands (online), June 2021. Association for Computational Linguistics. URL https://aclanthology.org/2021.iwcs-1.7.
[5] Bhagavatula, C., Bras, R. L., Malaviya, C., Sakaguchi, K., Holtzman, A., Rashkin, H., Downey, D., Yih, S. W.-t., and Choi, Y. Abductive commonsense reasoning. arXiv preprint arXiv:1908.05739, 2019.
[6] Bhakthavatsalam, S., Anastasiades, C., and Clark, P. Genericskb: A knowledge base of generic statements. arXiv preprint arXiv:2005.00660, 2020.
[7] Billi, M., Calegari, R., Contissa, G., Lagoia, F., Pisano, G., Sartor, G., and Sartor, G. Argumentation and defeasible reasoning in the law. J, 4(4):897-914, 2021.
[8] Brown, T., Mann, B., Ryder, N., Subbiah, M., Kaplan, J. D., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., Agarwal, S., Herbert-Voss, A., Krueger, G., Henighan, T., Child, R., Ramesh, A., Ziegler, D., Wu, J., Winter, C., Hesse, C., Chen, M., Sigler, E., Litwin, M., Gray, S., Chess, B., Clark, J., Berner, C., McCandlish, S., Radford, A., Sutskever, I., and Amodei, D. Language models are few-shot learners. In Larochelle, H., Ranzato, M., Hadsell, R., Balcan, M., and Lin, H. (eds.), Advances in Neural Information Processing Systems, volume 33, pp. 1877-1901. Curran Associates, Inc., 2020. URL https://proceedings.neurips.cc/paper_files/paper/2020/file/1457c0d6bfbc4967418bf8ac142f64a-Paper.pdf.
[9] Chowdhery, A., Narang, S., Devlin, J., Bosma, M., Mishra, G., Roberts, A., Barham, P., Chung, H. W., Sutton, C., Gehrmann, S., Schuh, P., Shi, K., Tsvyashchenko, S., Maynez, J., Rao, A., Barnes, P., Tay, Y., Shazeer, N., Prabhakaran, V., Reif, E., Du, N., Hutchinson, B., Pope, R., Bradbury, J., Austin, J., Isard, M., Gur-Ari, G., Yin, P., Duke, T., Levskaya, A., Ghemawat, S., Dev, S., Michalewski, H., Garcia, X., Misra, V., Robinson, K., Fedus, L., Zhou, D., Ippolito, D., Luan, D., Lim, H., Zoph, B., Spiridonov, A., Sepassi, R., Dohan, D., Agrawal, S., Omernick, M., Dai, A. M., Pillai, T. S., Pellat, M., Lewkowycz, A., Moreira, E., Child, R., Polozov, O., Lee, K., Zhou, Z., Wang, X., Saeta, B., Diaz, M., First, O., Catasta, M., Wei, J., Meier-Hellstern, K., Eck, D., Dean, J., Petrov, S., and Fiedel, N. PaLM: Scaling language modeling with pathways. arXiv:2204.02311, 2022. URL https://arxiv.org/abs/2204.02311.
[10] Chung, H. W., Hou, L., Longpre, S., Zoph, B., Tay, Y., Fedus, W., Li, E., Wang, X., Dehghani, M., Brahma, S., et al. Scaling instruction-finetuned language models. arXiv preprint arXiv:2210.11416, 2022.
[11] Clark, P., Tafjord, O., and Richardson, K. Transformers as soft reasoners over language. In Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, IJCAI'20, 2021. ISBN 9780999241165. URL https://dl.acm.org/doi/abs/10.5555/3491440.3491977.
[12] Creswell, A., Shanahan, M., and Higgins, I. Selection-inference: Exploiting large language models for interpretable logical reasoning. In The Eleventh International Conference on Learning Representations, 2023. URL https://openreview.net/forum?id=3Pf3Wg6o-A4.
[13] Dalvi, B., Jansen, P., Tafjord, O., Xie, Z., Smith, H., Pipatanangkura, L., and Clark, P. Explaining answers with entailment trees. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, pp. 7358-7370, Online and Punta Cana, Dominican Republic, November 2021. Association for Computational Linguistics. doi: 10.18653/v1/2021.emnlp-main.585. URL https://aclanthology.org/2021.emnlp-main.585.
[14] Devlin, J., Chang, M.-W., Lee, K., and Toutanova, K. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805, 2018.
[15] Geva, M., Khashabi, D., Segal, E., Khot, T., Roth, D., and Berant, J. Did aristotle use a laptop? a question answering benchmark with implicit reasoning strategies. Transactions of the Association for Computational Linguistics, 9:346-361, 2021.
[16] Gómez, S. A., Chesnevar, C. I., and Simari, G. R. Defeasible reasoning in web-based forms through argumentation. International Journal of Information Technology & Decision Making, 7 (01):71-101, 2008.