Language Models as Inductive Reasoners

21 December 2022

Xinya Du

Xiaodong Liu

Papers citing "Language Models as Inductive Reasoners"

24 / 24 papers shown

Title
Improving In-Context Learning with Reasoning Distillation Nafis Sadeq Xin Xu Zhouhang Xie Julian McAuley Byungkyu Kang Prarit Lamba Xiang Gao RALM ReLM LRM 33 0 0 14 Apr 2025
On Language Models' Sensitivity to Suspicious Coincidences Sriram Padmanabhan Kanishka Misra Kyle Mahowald Eunsol Choi ReLM LRM 35 0 0 13 Apr 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations Chunyang Li Weiqi Wang Tianshi Zheng Y. Song LRM 47 2 0 22 Feb 2025
PyGen: A Collaborative Human-AI Approach to Python Package Creation Saikat Barua Mostafizur Rahman Md Jafor Sadek Rafiul Islam Shehnaz Khaled Md. Shohrab Hossain 44 1 0 13 Nov 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
Mars: Situated Inductive Reasoning in an Open-World Environment Xiaojuan Tang Jiaqi Li Yitao Liang Song-chun Zhu Muhan Zhang Zilong Zheng LM&Ro LRM LLMAG 18 1 0 10 Oct 2024
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses Zonglin Yang Wanhao Liu Ben Gao Tong Xie Yuqiang Li Wanli Ouyang Soujanya Poria Erik Cambria Dongzhan Zhou LRM 29 12 0 09 Oct 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 97 29 0 09 Jun 2024
Hypothesis Generation with Large Language Models Yangqiaoyu Zhou Haokun Liu Tejes Srivastava Hongyuan Mei Chenhao Tan LRM 31 26 0 05 Apr 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 28 35 0 02 Apr 2024
SoK: Memorization in General-Purpose Large Language Models Valentin Hartmann Anshuman Suri Vincent Bindschaedler David E. Evans Shruti Tople Robert West KELM LLMAG 16 20 0 24 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 43 73 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 20 62 0 10 Oct 2023
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery Zonglin Yang Xinya Du Junxian Li Jie Zheng Soujanya Poria Erik Cambria LRM 11 44 0 06 Sep 2023
Through the Lens of Core Competency: Survey on Evaluation of Large Language Models Ziyu Zhuang Qiguang Chen Longxuan Ma Mingda Li Yi Han Yushan Qian Haopeng Bai Zixian Feng Weinan Zhang Ting Liu ELM 19 9 0 15 Aug 2023
Large Language Models Are Not Strong Abstract Reasoners Gael Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 19 29 0 31 May 2023
Large Language Model Programs Imanol Schlag Sainbayar Sukhbaatar Asli Celikyilmaz Wen-tau Yih Jason Weston Jürgen Schmidhuber Xian Li LRM 36 14 0 09 May 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 28 49 0 26 Mar 2023
Logical Reasoning over Natural Language as Knowledge Representation: A Survey Zonglin Yang Xinya Du Rui Mao Jinjie Ni Erik Cambria LRM ReLM 21 24 0 21 Mar 2023
Goal Driven Discovery of Distributional Differences via Language Descriptions Ruiqi Zhong Peter Zhang Steve Li Jinwoo Ahn Dan Klein Jacob Steinhardt 28 48 0 28 Feb 2023
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 19 579 0 20 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 49 307 0 19 Dec 2022
A Property Induction Framework for Neural Language Models Kanishka Misra Julia Taylor Rayz Allyson Ettinger 21 12 0 13 May 2022
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training Yu Meng Yunyi Zhang Jiaxin Huang Xuan Wang Yu Zhang Heng Ji Jiawei Han 43 69 0 10 Sep 2021