v1v2 (latest)

Transformers as Soft Reasoners over Language

International Joint Conference on Artificial Intelligence (IJCAI), 2020

14 February 2020

Oyvind Tafjord

Papers citing "Transformers as Soft Reasoners over Language"

50 / 256 papers shown

Title
LogicNet: A Logical Consistency Embedded Face Attribute Learning Network Haiyu Wu Sicong Tian Huayu Li Kevin W. Bowyer 165 4 0 19 Nov 2023
Think Twice: Perspective-Taking Improves Large Language Models' Theory-of-Mind Capabilities Alex Wilf Sihyun Shawn Lee Paul Pu Liang Louis-Philippe Morency LRM 281 75 0 16 Nov 2023
Transformers in the Service of Description Logic-based ContextsInternational Conference Knowledge Engineering and Knowledge Management (EKAW), 2023 Angelos Poulis Eleni Tsalapati Manolis Koubarakis LRM ReLM 225 0 0 15 Nov 2023
Formal Proofs as Structured Explanations: Proposing Several Tasks on Explainable Natural Language Inference Lasha Abzianidze LRM XAI 262 0 0 15 Nov 2023
A Closer Look at the Self-Verification Abilities of Large Language Models in Logical ReasoningNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Ruixin Hong Hongming Zhang Xinyu Pang Dong Yu Changshui Zhang LRM 191 42 0 14 Nov 2023
Are LLMs Rigorous Logical Reasoners? Empowering Natural Language Proof Generation by Stepwise Decoding with Contrastive Learning Ying Su Mingwen Liu Mingwen Liu LRM 165 3 0 12 Nov 2023
Language Models can be Logical Solvers Jiazhan Feng Ruochen Xu Junheng Hao Hiteshi Sharma Haoran Pan Dongyan Zhao Weizhu Chen ReLM LRM ELM 233 30 0 10 Nov 2023
Breaking the Language Barrier: Improving Cross-Lingual Reasoning with Structured Self-AttentionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Negar Foroutan Mohammadreza Banaei Karl Aberer Antoine Bosselut LRM 161 6 0 23 Oct 2023
Assessing Step-by-Step Reasoning against Lexical Negation: A Case Study on SyllogismConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Mengyu Ye Tatsuki Kuribayashi Jun Suzuki Goro Kobayashi Hiroaki Funayama LRM 213 10 0 23 Oct 2023
Multi-stage Large Language Model Correction for Speech Recognition Jie Pu Thai-Son Nguyen Sebastian Stüker LRM 266 14 0 17 Oct 2023
GLoRE: Evaluating Logical Reasoning of Large Language Models Hanmeng Liu Zhiyang Teng Ruoxi Ning Jian Liu Qiji Zhou Yuexin Zhang Yue Zhang ReLM ELM LRM 338 8 0 13 Oct 2023
KwaiYiiMath: Technical Report Jia-Yi Fu Lei Lin Xiaoyang Gao Pengli Liu Zhengzong Chen ... Zijia Lin Fuzheng Zhang Zhongyuan Wang Chen Zhang Kun Gai LRM ReLM RALM 266 3 0 11 Oct 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 317 86 0 10 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 282 162 0 06 Oct 2023
Concise and Organized Perception Facilitates Reasoning in Large Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 295 1 0 05 Oct 2023
Towards LogiGLUE: A Brief Survey and A Benchmark for Analyzing Logical Reasoning Capabilities of Language Models Man Luo Shrinidhi Kumbhar Ming shen Mihir Parmar Neeraj Varshney Pratyay Banerjee Somak Aditya Chitta Baral ReLM ELM LRM 396 43 0 02 Oct 2023
DyVal: Dynamic Evaluation of Large Language Models for Reasoning TasksInternational Conference on Learning Representations (ICLR), 2023 A. Maritan Jiaao Chen S. Dey Luca Schenato Diyi Yang Xing Xie ELM LRM 407 78 0 29 Sep 2023
MDDial: A Multi-turn Differential Diagnosis Dialogue Dataset with Reliability Evaluation Srija Macherla Man Luo Mihir Parmar Chitta Baral 178 8 0 16 Aug 2023
Through the Lens of Core Competency: Survey on Evaluation of Large Language ModelsChina National Conference on Chinese Computational Linguistics (CNCCL), 2023 Ziyu Zhuang Qiguang Chen Longxuan Ma Mingda Li Yi Han Yushan Qian Haopeng Bai Zixian Feng Weinan Zhang Ting Liu ELM 185 23 0 15 Aug 2023
Learning Deductive Reasoning from Synthetic Corpus based on Formal LogicInternational Conference on Machine Learning (ICML), 2023 Terufumi Morishita Gaku Morio Atsuki Yamaguchi Yasuhiro Sogawa ReLM LRM AI4CE ELM 223 37 0 11 Aug 2023
Towards Controllable Natural Language Inference through Lexical Inference Types Yingji Zhang Danilo S. Carvalho Ian Pratt-Hartmann André Freitas 223 2 0 07 Aug 2023
Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual TasksNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Zhaofeng Wu Linlu Qiu Alexis Ross Ekin Akyürek Boyuan Chen Bailin Wang Najoung Kim Jacob Andreas Yoon Kim LRM ReLM 402 294 0 05 Jul 2023
Are Large Language Models Really Good Logical Reasoners? A Comprehensive Evaluation and BeyondIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023 Fangzhi Xu Qika Lin Jiawei Han Tianzhe Zhao Jun Liu Xiaoshi Zhong ELM LRM 336 71 0 16 Jun 2023
Revealing the structure of language model capabilities Ryan Burnell Hank Hao Andrew R. A. Conway José Hernández-Orallo ELM 156 29 0 14 Jun 2023
BoardgameQA: A Dataset for Natural Language Reasoning with Contradictory InformationNeural Information Processing Systems (NeurIPS), 2023 Mehran Kazemi Quan Yuan Deepti Bhatia Najoung Kim Xin Xu Vaiva Imbrasaite Deepak Ramachandran LRM 232 59 0 13 Jun 2023
A Comprehensive Survey on Applications of Transformers for Deep Learning TasksExpert systems with applications (ESWA), 2023 Saidul Islam Hanae Elmekki Ahmed Elsebai Jamal Bentahar Najat Drawel Gaith Rjoub Witold Pedrycz ViT MedIm 203 358 0 11 Jun 2023
Examining the Emergence of Deductive Reasoning in Generative Language Models Peter Belcak Luca A. Lanzendörfer Roger Wattenhofer ReLM ELM LRM AI4CE 135 0 0 31 May 2023
Large Language Models Are Not Strong Abstract ReasonersInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Gaël Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 306 62 0 31 May 2023
Faith and Fate: Limits of Transformers on CompositionalityNeural Information Processing Systems (NeurIPS), 2023 Nouha Dziri Ximing Lu Melanie Sclar Xiang Lorraine Li Liwei Jian ... Sean Welleck Xiang Ren Allyson Ettinger Zaïd Harchaoui Yejin Choi ReLM LRM 454 484 0 29 May 2023
Harnessing the Power of Large Language Models for Natural Language to First-Order Logic TranslationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Yuan Yang Siheng Xiong Ali Payani Ehsan Shareghi Faramarz Fekri LRM 150 68 0 24 May 2023
Teaching Probabilistic Logical Reasoning to TransformersFindings (Findings), 2023 Aliakbar Nafar Kristen Brent Venable Parisa Kordjamshidi ReLM LRM 287 5 0 22 May 2023
A Symbolic Framework for Evaluating Mathematical Reasoning and Generalisation with TransformersNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023 Jordan Meadows Marco Valentino Damien Teney André Freitas 214 12 0 21 May 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 383 404 0 20 May 2023
OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models Badr AlKhamissi Siddharth Verma Ping Yu Zhijing Jin Asli Celikyilmaz Mona T. Diab LRM ReLM 176 12 0 19 May 2023
RECKONING: Reasoning through Dynamic Knowledge EncodingNeural Information Processing Systems (NeurIPS), 2023 Zeming Chen Gail Weiss E. Mitchell Asli Celikyilmaz Antoine Bosselut KELM LRM 295 15 0 10 May 2023
Say What You Mean! Large Language Models Speak Too Positively about Negative Commonsense KnowledgeAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Jiangjie Chen Wei Shi Ziquan Fu Sijie Cheng Lei Li Yanghua Xiao 228 57 0 10 May 2023
MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal LogicConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Damien Sileo Antoine Lernould LRM 149 31 0 05 May 2023
Improved Logical Reasoning of Language Models via Differentiable Symbolic ProgrammingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Hanlin Zhang Jiani Huang Ziyang Li Mayur Naik Eric P. Xing ReLM LRM 229 37 0 05 May 2023
Continual Reasoning: Non-Monotonic Reasoning in Neurosymbolic AI using Continual LearningInternational Workshop on Neural-Symbolic Learning and Reasoning (NeSy), 2023 Sofoklis Kyriakopoulos Artur Garcez NAI LRM 148 0 0 03 May 2023
Explainable Verbal Reasoner Plus (EVR+): A Natural Language Reasoning Framework that Supports Diverse Compositional Reasoning Zhengzhong Liang Zeyu Zhang Steven Bethard Mihai Surdeanu ReLM LRM 206 1 0 28 Apr 2023
REFINER: Reasoning Feedback on Intermediate RepresentationsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 298 220 0 04 Apr 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural NetworksInternational Conference on Learning Representations (ICLR), 2023 Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 454 12 0 04 Apr 2023
Chain-of-Thought Predictive ControlInternational Conference on Machine Learning (ICML), 2023 Zhiwei Jia Vineet Thumuluri Fangchen Liu Ling-Hao Chen Zhiao Huang H. Su LM&Ro 471 23 0 03 Apr 2023
Explicit Planning Helps Language Models in Logical ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 356 19 0 28 Mar 2023
Natural Language Reasoning, A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 290 93 0 26 Mar 2023
Logical Reasoning over Natural Language as Knowledge Representation: A Survey Zonglin Yang Xinya Du Rui Mao Jinjie Ni Xiaoshi Zhong LRM ReLM 155 36 0 21 Mar 2023
Does Deep Learning Learn to Abstract? A Systematic Probing FrameworkInternational Conference on Learning Representations (ICLR), 2023 Shengnan An Zeqi Lin B. Chen Qiang Fu Nanning Zheng Jian-Guang Lou 194 6 0 23 Feb 2023
GLUECons: A Generic Benchmark for Learning Under ConstraintsAAAI Conference on Artificial Intelligence (AAAI), 2023 Hossein Rajaby Faghihi Aliakbar Nafar Chen Zheng Roshanak Mirzaee Yue Zhang Andrzej Uszok Alexander Wan Tanawan Premsri Dan Roth Parisa Kordjamshidi ELM VLM 220 18 0 16 Feb 2023
Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning?Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Keito Kudo Yoichi Aoki Tatsuki Kuribayashi Ana Brassard Masashi Yoshikawa Keisuke Sakaguchi Kentaro Inui CoGe 218 14 0 15 Feb 2023
STREET: A Multi-Task Structured Reasoning and Explanation BenchmarkInternational Conference on Learning Representations (ICLR), 2023 D. Ribeiro Shen Wang Xiaofei Ma He Zhu Rui Dong ... William Yang Wang Zhiheng Huang George Karypis Bing Xiang Dan Roth LRM ReLM 137 25 0 13 Feb 2023