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

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"

16 / 16 papers shown

Title
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 52 0 0 28 Mar 2025
VaiBot: Shuttle Between the Instructions and Parameters of Large Language Models Wangtao Sun Haotian Xu Huanxuan Liao Xuanqing Yu Zhongtao Jiang Shizhu He Jun Zhao Kang Liu 53 0 0 04 Feb 2025
Out-of-distribution generalization via composition: a lens through induction heads in Transformers Jiajun Song Zhuoyan Xu Yiqiao Zhong 78 4 0 31 Dec 2024
Interchangeable Token Embeddings for Extendable Vocabulary and Alpha-Equivalence İlker Işık R. G. Cinbis Ebru Aydin Gol 26 0 0 22 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 32 4 0 12 Oct 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 34 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 38 6 0 05 May 2024
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 25 39 0 23 Oct 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 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 297 3,217 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 315 8,402 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 205 1,654 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 277 1,114 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 1,311 0 17 Jan 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,584 0 21 Jan 2020