Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners

24 May 2023

Papers citing "Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners"

50 / 52 papers shown

Title
Semantic Mastery: Enhancing LLMs with Advanced Natural Language Understanding Mohanakrishnan Hariharan 34 0 0 01 Apr 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction Yihuai Hong Dian Zhou Meng Cao Lei Yu Zhijing Jin LRM 46 0 0 29 Mar 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 56 0 0 28 Mar 2025
Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models Shaotian Yan Chen Shen Wenxiao Wang Liang Xie Junjie Liu Jieping Ye ReLM LRM 52 0 0 14 Mar 2025
Shuttle Between the Instructions and the Parameters of Large Language Models Wangtao Sun Haotian Xu Huanxuan Liao Xuanqing Yu Zhongtao Jiang Shizhu He Jun Zhao Kang Liu 68 0 0 04 Feb 2025
Semantic Captioning: Benchmark Dataset and Graph-Aware Few-Shot In-Context Learning for SQL2Text Ali Al-Lawati Jason Lucas Prasenjit Mitra LMTD 43 0 0 06 Jan 2025
Out-of-distribution generalization via composition: a lens through induction heads in Transformers Jiajun Song Zhuoyan Xu Yiqiao Zhong 85 4 0 31 Dec 2024
The Future of Intelligent Healthcare: A Systematic Analysis and Discussion on the Integration and Impact of Robots Using Large Language Models for Healthcare Souren Pashangpour Goldie Nejat LM&MA 50 7 0 05 Nov 2024
Interchangeable Token Embeddings for Extendable Vocabulary and Alpha-Equivalence İlker Işık R. G. Cinbis Ebru Aydin Gol 33 0 0 22 Oct 2024
Concept-Reversed Winograd Schema Challenge: Evaluating and Improving Robust Reasoning in Large Language Models via Abstraction Kaiqiao Han Tianqing Fang Zhaowei Wang Yangqiu Song Mark Steedman LRM 32 4 0 15 Oct 2024
Transformer-based Language Models for Reasoning in the Description Logic ALCQ Angelos Poulis Eleni Tsalapati Manolis Koubarakis ReLM LRM 27 1 0 12 Oct 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models Jiachun Li Pengfei Cao Zhuoran Jin Yubo Chen Kang-Jun Liu Jun Zhao LRM ELM 37 3 0 12 Oct 2024
Deeper Insights Without Updates: The Power of In-Context Learning Over Fine-Tuning Qingyu Yin Xuzheng He Luoao Deng Chak Tou Leong Fan Wang Yanzhao Yan Xiaoyu Shen Qiang Zhang 39 2 0 07 Oct 2024
Understanding Reasoning in Chain-of-Thought from the Hopfieldian View Lijie Hu Liang Liu Shu Yang Xin Chen Zhen Tan Muhammad Asif Ali Mengdi Li Di Wang LRM 46 1 0 04 Oct 2024
Quantifying Generalization Complexity for Large Language Models Zhenting Qi Hongyin Luo Xuliang Huang Zhuokai Zhao Yibo Jiang Xiangjun Fan Himabindu Lakkaraju James Glass LRM ELM 28 5 0 02 Oct 2024
Inductive or Deductive? Rethinking the Fundamental Reasoning Abilities of LLMs Kewei Cheng Jingfeng Yang Haoming Jiang Zhengyang Wang Binxuan Huang ... Zheng Li Yifan Gao Xian Li Bing Yin Yizhou Sun ELM LRM 33 11 0 31 Jul 2024
AutoCAP: Towards Automatic Cross-lingual Alignment Planning for Zero-shot Chain-of-Thought Yongheng Zhang Qiguang Chen Min Li Wanxiang Che Libo Qin LRM 46 5 0 20 Jun 2024
A Hopfieldian View-based Interpretation for Chain-of-Thought Reasoning Lijie Hu Liang Liu Shu Yang Xin Chen Hongru Xiao Mengdi Li Pan Zhou Muhammad Asif Ali Di Wang LRM 40 5 0 18 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 48 0 0 04 Jun 2024
Language Evolution for Evading Social Media Regulation via LLM-based Multi-agent Simulation Jinyu Cai Jialong Li Mingyue Zhang Munan Li Chen-Shu Wang Kenji Tei LLMAG 40 6 0 05 May 2024
Enhancing Length Extrapolation in Sequential Models with Pointer-Augmented Neural Memory Hung Le D. Nguyen Kien Do Svetha Venkatesh T. Tran 36 0 0 18 Apr 2024
A Theory for Length Generalization in Learning to Reason Changnan Xiao Bing Liu LRM 44 8 0 31 Mar 2024
Conceptual and Unbiased Reasoning in Language Models Ben Zhou Hongming Zhang Sihao Chen Dian Yu Hongwei Wang Baolin Peng Dan Roth Dong Yu ReLM LRM ELM 39 12 0 30 Mar 2024
ItD: Large Language Models Can Teach Themselves Induction through Deduction Wangtao Sun Haotian Xu Xuanqing Yu Pei Chen Shizhu He Jun Zhao Kang Liu LRM 35 10 0 09 Mar 2024
Speak It Out: Solving Symbol-Related Problems with Symbol-to-Language Conversion for Language Models Yile Wang Sijie Cheng Zixin Sun Peng Li Yang Liu ReLM LRM 32 4 0 22 Jan 2024
The Impact of Reasoning Step Length on Large Language Models Mingyu Jin Qinkai Yu Dong Shu Haiyan Zhao Wenyue Hua Yanda Meng Yongfeng Zhang Jundong Li ReLM LRM 15 86 0 10 Jan 2024
Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models Paulo Pirozelli M. M. José Paulo de Tarso P. Filho A. Brandão Fabio Gagliardi Cozman LRM ELM 34 2 0 18 Dec 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 37 7 0 22 Nov 2023
Transformers in the Service of Description Logic-based Contexts Angelos Poulis Eleni Tsalapati Manolis Koubarakis LRM ReLM 22 0 0 15 Nov 2023
Fighting Fire with Fire: The Dual Role of LLMs in Crafting and Detecting Elusive Disinformation Jason Samuel Lucas Adaku Uchendu Michiharu Yamashita Jooyoung Lee Shaurya Rohatgi Dongwon Lee 26 42 0 24 Oct 2023
Breaking the Language Barrier: Improving Cross-Lingual Reasoning with Structured Self-Attention Negar Foroutan Mohammadreza Banaei Karl Aberer Antoine Bosselut LRM 25 3 0 23 Oct 2023
Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models Yifan Hou Jiaoda Li Yu Fei Alessandro Stolfo Wangchunshu Zhou Guangtao Zeng Antoine Bosselut Mrinmaya Sachan LRM 30 40 0 23 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement Linlu Qiu Liwei Jiang Ximing Lu Melanie Sclar Valentina Pyatkin ... Bailin Wang Yoon Kim Yejin Choi Nouha Dziri Xiang Ren LRM ReLM 48 75 0 12 Oct 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 35 63 0 10 Oct 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Yizhou Sun Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 26 8 0 07 Oct 2023
Data-Centric Financial Large Language Models Zhixuan Chu Huaiyu Guo Xinyuan Zhou Yijia Wang Fei Yu ... Xin Lu Daixin Wang Longfei Li Junqing Zhou Sheng Li AIFin 22 7 0 07 Oct 2023
DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks A. Maritan Jiaao Chen S. Dey Luca Schenato Diyi Yang Xing Xie ELM LRM 24 42 0 29 Sep 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yu Liu Bing Qin Ting Liu LRM AI4CE 31 151 0 27 Sep 2023
LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models Zecheng Tang Chenfei Wu Juntao Li Nan Duan 3DV 28 9 0 18 Sep 2023
BHASA: A Holistic Southeast Asian Linguistic and Cultural Evaluation Suite for Large Language Models Wei Qi Leong Jian Gang Ngui Yosephine Susanto Hamsawardhini Rengarajan Kengatharaiyer Sarveswaran William-Chandra Tjhi 26 9 0 12 Sep 2023
Brain in a Vat: On Missing Pieces Towards Artificial General Intelligence in Large Language Models Yuxi Ma Chi Zhang Song-Chun Zhu ELM ALM 35 8 0 07 Jul 2023
Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks Zhaofeng Wu Linlu Qiu Alexis Ross Ekin Akyürek Boyuan Chen Bailin Wang Najoung Kim Jacob Andreas Yoon Kim LRM ReLM 43 194 0 05 Jul 2023
Large Language Models Are Not Strong Abstract Reasoners Gael Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 29 30 0 31 May 2023
ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models Ning Bian Xianpei Han Le Sun Hongyu Lin Yaojie Lu Xianpei Han Shanshan Jiang Bin Dong KELM ELM AI4MH LRM 29 75 0 29 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 382 8,495 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 213 1,657 0 15 Oct 2021
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,124 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,312 0 17 Jan 2021