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
ARCHE: A Novel Task to Evaluate LLMs on Latent Reasoning Chain Extraction P. Li Jiaqi Liu Junchi Yu Lihao Liu Mingyu Ding Wanli Ouyang Shixiang Tang Xi Chen ReLM LRM AI4CE 162 0 0 16 Nov 2025
DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning Lachlan McPheat Navdeep Kaur Robert E Blackwell Alessandra Russo Anthony G Cohn Pranava Madhyastha ReLM CoGe LRM 232 0 0 04 Nov 2025
Normative Reasoning in Large Language Models: A Comparative Benchmark from Logical and Modal Perspectives Kentaro Ozeki Risako Ando Takanobu Morishita Hirohiko Abe K. Mineshima Mitsuhiro Okada LRM 98 0 0 30 Oct 2025
RiddleBench: A New Generative Reasoning Benchmark for LLMs Deepon Halder Alan Saji Thanmay Jayakumar Ratish Puduppully Anoop Kunchukuttan Raj Dabre ReLM ELM LRM 214 0 0 28 Oct 2025
Chain of Execution Supervision Promotes General Reasoning in Large Language Models Nuo Chen Zehua Li Keqin Bao Junyang Lin Dayiheng Liu LLMAG LRM 70 0 0 24 Oct 2025
Explainability of Large Language Models: Opportunities and Challenges toward Generating Trustworthy Explanations Shahin Atakishiyev H. Babiker Jiayi Dai Nawshad Farruque Teruaki Hayashi ... Md Abed Rahman Iain Smith Mi-Young Kim Osmar R. Zaïane Randy Goebel LRM 117 0 0 20 Oct 2025
Which Word Orders Facilitate Length Generalization in LMs? An Investigation with GCG-Based Artificial Languages Nadine El-Naggar Tatsuki Kuribayashi Ted Briscoe 44 0 0 14 Oct 2025
LogiNumSynth: Synthesizing Joint Logical-Numerical Reasoning Problems for Language Models Yiwei Liu Y. Li Xiao Li Gong Cheng LRM 48 0 0 13 Oct 2025
A Layered Intuition -- Method Model with Scope Extension for LLM Reasoning Hong Su LRM 32 1 0 12 Oct 2025
Toward Mechanistic Explanation of Deductive Reasoning in Language Models Davide Maltoni Matteo Ferrara ReLM LRM ELM AI4CE 100 0 0 10 Oct 2025
ExPrESSO: Zero-Knowledge backed Extensive Privacy Preserving Single Sign-on Kaustabh Barman Fabian Piper Sanjeet Raj Pandey Axel Kuepper 67 0 0 09 Oct 2025
Two-Stage Voting for Robust and Efficient Suicide Risk Detection on Social Media Yukai Song Pengfei Zhou César Escobar-Viera Candice Biernesser Wei Huang Jingtong Hu 76 0 0 09 Oct 2025
Compose and Fuse: Revisiting the Foundational Bottlenecks in Multimodal Reasoning Yucheng Wang Yifan Hou Aydin Javadov Mubashara Akhtar Mrinmaya Sachan LRM 100 0 0 28 Sep 2025
DivLogicEval: A Framework for Benchmarking Logical Reasoning Evaluation in Large Language Models Tsz Ting Chung Lemao Liu Mo Yu Dit-Yan Yeung LRM 176 1 0 19 Sep 2025
Rethinking Reasoning Quality in Large Language Models through Enhanced Chain-of-Thought via RL Haoyang He Zihua Rong Kun Ji Chenyang Li Qing Huang Chong Xia Lan Yang Honggang Zhang OffRL LRM 103 1 0 07 Sep 2025
Perturbing the Derivative: Wild Refitting for Model-Free Evaluation of Machine Learning Models under Bregman Losses Haichen Hu David Simchi-Levi 269 0 0 02 Sep 2025
Efficient Graph Understanding with LLMs via Structured Context Injection Govind V Waghmare Sumedh BG Sonia Gupta Srikanta Bedathur 60 0 0 31 Aug 2025
NLKI: A lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks Aritra Dutta Swapnanil Mukherjee Deepanway Ghosal Somak Aditya VLM 39 0 0 27 Aug 2025
Natural Language Satisfiability: Exploring the Problem Distribution and Evaluating Transformer-based Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Tharindu Madusanka Ian Pratt-Hartmann Riza Batista-Navarro LRM 76 2 0 23 Aug 2025
Reasoning is about giving reasons Krunal Shah Dan Roth LRM AI4CE 41 0 0 20 Aug 2025
Rule2Text: A Framework for Generating and Evaluating Natural Language Explanations of Knowledge Graph Rules Nasim Shirvani-Mahdavi Chengkai Li 68 0 0 14 Aug 2025
Punctuation and Predicates in Language Models Sonakshi Chauhan Maheep Chaudhary Koby Choy Samuel Nellessen Nandi Schoots 90 1 0 11 Aug 2025
Rule2Text: Natural Language Explanation of Logical Rules in Knowledge Graphs Nasim Shirvani-Mahdavi Devin Wingfield Amin Ghasemi Chengkai Li 85 0 0 31 Jul 2025
Can LLMs Solve ASP Problems? Insights from a Benchmarking Study (Extended Version) Lin Ren Guohui Xiao Guilin Qi Yishuai Geng Haohan Xue LRM 139 0 0 26 Jul 2025
Is Large Language Model Performance on Reasoning Tasks Impacted by Different Ways Questions Are Asked?Annual Meeting of the Association for Computational Linguistics (ACL), 2025 Seok Hwan Song Mohna Chakraborty Qi Li Wallapak Tavanapong ELM LRM 130 1 0 21 Jul 2025
Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving Chuxue Cao Mengze Li Juntao Dai Jinluan Yang Zijian Zhao Shengyu Zhang Weijie Shi Chengzhong Liu Sirui Han Wenhan Luo LRM 128 3 0 20 Jun 2025
Theory-Grounded Evaluation of Human-Like Fallacy Patterns in LLM Reasoning Andrew Keenan Richardson Ryan Othniel Kearns Sean Moss Vincent Wang-Ma'scianica Philipp Koralus ReLM LRM 92 0 0 10 Jun 2025
If Pigs Could Fly... Can LLMs Logically Reason Through Counterfactuals? Ishwar B Balappanawar Vamshi Krishna Bonagiri Anish Joishy Manas Gaur K. Thirunarayan Ponnurangam Kumaraguru ReLM LRM 229 0 0 28 May 2025
INFERENCEDYNAMICS: Efficient Routing Across LLMs through Structured Capability and Knowledge Profiling Haochen Shi Tianshi Zheng Weiqi Wang Baixuan Xu Chunyang Li Chunkit Chan Tao Fan Yangqiu Song Qiang Yang 234 5 0 22 May 2025
TurnaboutLLM: A Deductive Reasoning Benchmark from Detective Games Yuan Yuan Muyu He Muhammad Adil Shahid Jiani Huang Ziyang Li Li Zhang LRM 141 0 0 21 May 2025
Generalizable Process Reward Models via Formally Verified Training Data Ryo Kamoi Yusen Zhang Nan Zhang Sarkar Snigdha Sarathi Das Rui Zhang OffRL LRM 212 2 0 21 May 2025
SATBench: Benchmarking LLMs' Logical Reasoning via Automated Puzzle Generation from SAT Formulas Anjiang Wei Yuheng Wu Yingjia Wan Tarun Suresh Huanmi Tan Zhanke Zhou Sanmi Koyejo Ke Wang Ke Wang ReLM LRM 223 11 0 20 May 2025
Teaching Small Language Models to Learn Logic through Meta-Learning Leonardo Bertolazzi Manuel Vargas Guzmán Raffaella Bernardi Maciej Malicki Jakub Szymanik ReLM LRM 242 0 0 20 May 2025
Evaluating the Logical Reasoning Abilities of Large Reasoning Models Hanmeng Liu Yiran Ding Zhizhang Fu Chaoli Zhang Xiaozhang Liu Yue Zhang ELM LRM 191 1 0 17 May 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong Xuzhao Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Qi Zhang Tat-Seng Chua Tianwei Zhang ALM ELM 468 21 0 26 Apr 2025
Exploring Compositional Generalization (in COGS/ReCOGS_pos) by Transformers using Restricted Access Sequence Processing (RASP) William Bruns 520 0 0 21 Apr 2025
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models Kang He Kaushik Roy LRM 244 0 0 18 Apr 2025
DUMP: Automated Distribution-Level Curriculum Learning for RL-based LLM Post-training Zhenting Wang Guofeng Cui Kun Wan Wentian Zhao Wentian Zhao 287 14 0 13 Apr 2025
Zero-shot Benchmarking: A Framework for Flexible and Scalable Automatic Evaluation of Language Models José P. Pombal Nuno M. Guerreiro Ricardo Rei André F. T. Martins ALM 500 7 0 01 Apr 2025
Order Doesn't Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation Qianxi He Qianyu He Jiaqing Liang Yanghua Xiao Weikang Zhou Zeye Sun Fei Yu LRM 355 0 0 27 Feb 2025
Logic Haystacks: Probing LLMs Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding) Damien Sileo RALM LRM 200 1 0 24 Feb 2025
AutoLogi: Automated Generation of Logic Puzzles for Evaluating Reasoning Abilities of Large Language Models Qin Zhu Fei Huang Runyu Peng Keming Lu Bowen Yu Qinyuan Cheng Jiaqi Leng Qi Zhang Junyang Lin ReLM ELM LRM 223 9 0 24 Feb 2025
Reasoning Bias of Next Token Prediction Training Pengxiao Lin Zhongwang Zhang Zhi-Qin John Xu LRM 400 2 0 21 Feb 2025
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering Nick Ferguson Liane Guillou A. Bundy Kwabena Nuamah LRM ELM 224 1 0 17 Feb 2025
Integrating Expert Knowledge into Logical Programs via LLMs Franciszek Górski Oskar Wysocki Marco Valentino André Freitas 882 3 0 17 Feb 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning Tianshi Zheng Jiayang Cheng Chunyang Li Haochen Shi Liang Luo Jiaxin Bai Yangqiu Song Ginny Wong Simon See LRM 417 11 0 16 Feb 2025
Logical forms complement probability in understanding language model (and human) performanceAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yixuan Wang Freda Shi ReLM LRM 320 2 0 13 Feb 2025
Large Language Models Meet Symbolic Provers for Logical Reasoning EvaluationInternational Conference on Learning Representations (ICLR), 2025 Chengwen Qi Ren Ma Bowen Li He Du Binyuan Hui Jinwang Wu Yuanjun Laili Conghui He ReLM LRM 311 19 0 10 Feb 2025
Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical ReasoningInternational Conference on Neural Information Processing (ICONIP), 2023 Qiming Bao Gaël Gendron A. Peng Wanjun Zhong N. Tan Yang Chen Michael Witbrock Qingbin Liu LRM ELM 402 6 0 20 Jan 2025
Enhancing Conflict Resolution in Language Models via Abstract Argumentation Zhaoqun Li Xiaotong Fang Chen Chen Mengze Li Beishui Liao LRM 226 0 0 21 Dec 2024