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The ability to robustly identify causal relationships is essential for autonomous decision-making and adaptation to novel scenarios.
Automated storytelling via causal, commonsense plot ordering, 2020
Prithviraj Ammanabrolu, Wesley Cheung, William Broniec, and Mark O. Riedl · 2009
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SemEval-2012 task 7: Choice of plausible alternatives: An evaluation of commonsense causal reasoning
Andrew Gordon, Zornitsa Kozareva, and Melissa Roemmele · 2012
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The lemur project and its clueweb12 dataset
Jamie Callan · 2012
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Stefan Heindorf, Yan Scholten, Henning Wachsmuth, Axel-Cyrille Ngonga Ngomo, and Martin Potthast · 2020
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Training verifiers to solve math word problems, 2021
Karl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert, Jerry Tworek, Jacob Hilton, Reiichiro Nakano, Christopher Hesse, and John Schulman · 2021
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Hypogen: Hyperbole generation with commonsense and counterfactual knowledge, 2021
Yufei Tian, Arvind krishna Sridhar, and Nanyun Peng · 2021
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Chain-of-thought prompting elicits reasoning in large language models
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The causal news corpus: Annotating causal relations in event sentences from news
Fiona Anting Tan, Ali Hürriyetoğlu, Tommaso Caselli, Nelleke Oostdijk, Tadashi Nomoto, Hansi Hettiarachchi, Iqra Ameer, Onur Uca, Farhana Ferdousi Liza, and Tiancheng Hu · 2022
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CLadder: A benchmark to assess causal reasoning capabilities of language models
Zhijing Jin, Yuen Chen, Felix Leeb, Luigi Gresele, Ojasv Kamal, Zhiheng LYU, Kevin Blin, Fernando Gonzalez Adauto, Max Kleiman-Weiner, Mrinmaya Sachan, and Bernhard Schölkopf · 2023
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Matthew Ho, Aditya Sharma, Justin Chang, Michael Saxon, Sharon Levy, Yujie Lu, and William Yang Wang · 2023
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Jinglong Gao, Xiao Ding, Bing Qin, and Ting Liu · 2023
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Can large language models infer causation from correlation?
Zhijing Jin, Jiarui Liu, Zhiheng LYU, Spencer Poff, Mrinmaya Sachan, Rada Mihalcea, Mona T. Diab, and Bernhard Schölkopf · 2024
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COLA: Contextualized commonsense causal reasoning from the causal inference perspective
Zhaowei Wang, Quyet V. Do, Hongming Zhang, Jiayao Zhang, Weiqi Wang, Tianqing Fang, Yangqiu Song, Ginny Wong, and Simon See · 2023
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Jiaxuan Li, Lang Yu, and Allyson Ettinger · 2023
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Llms are prone to fallacies in causal inference, 2024a
Nitish Joshi, Abulhair Saparov, Yixin Wang, and He He
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Cold: Causal reasoning in closed daily activities, 2024b
Abhinav Joshi, Areeb Ahmad, and Ashutosh Modi
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