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2212.10923
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Language Models as Inductive Reasoners
Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2022
21 December 2022
Zonglin Yang
Li Dong
Xinya Du
Hao Cheng
Xiaoshi Zhong
Xiaodong Liu
Jianfeng Gao
Furu Wei
ReLM
LRM
Re-assign community
ArXiv (abs)
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HuggingFace (2 upvotes)
Github (4★)
Papers citing
"Language Models as Inductive Reasoners"
32 / 32 papers shown
Predicate Renaming via Large Language Models
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Tony Ribeiro
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A Survey of Inductive Reasoning for Large Language Models
Kedi Chen
Dezhao Ruan
Yuhao Dan
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Siyu Yan
...
Biqing Qi
Linyang Li
Qipeng Guo
Xiaoming Shi
Wei-na Zhang
LRM
144
3
0
11 Oct 2025
GEAR: A General Evaluation Framework for Abductive Reasoning
Kaiyu He
Peilin Wu
Mian Zhang
Kun Wan
Wentian Zhao
Xinya Du
Zhiyu Zoey Chen
ELM
LRM
103
0
0
28 Sep 2025
Enhancing Computational Cognitive Architectures with LLMs: A Case Study
Ron Sun
126
0
0
13 Sep 2025
On LLM-Based Scientific Inductive Reasoning Beyond Equations
Brian S. Lin
Jiaxin Yuan
Z. Zhou
S. Wang
Shuo Wang
...
Qi Shi
Yuxuan Li
Liner Yang
Zhiyuan Liu
Maosong Sun
LRM
139
0
0
12 Sep 2025
Language Models Do Not Follow Occam's Razor: A Benchmark for Inductive and Abductive Reasoning
Yunxin Sun
Abulhair Saparov
ReLM
LRM
113
0
0
03 Sep 2025
From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models
Kaiyu He
Zhiyu Chen
ReLM
LRM
ELM
353
3
0
28 May 2025
Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space
Hengli Li
Chenxi Li
Tong Wu
Xuekai Zhu
Yuxuan Wang
...
Eric Hanchen Jiang
Song-Chun Zhu
Zixia Jia
Ying Nian Wu
Zilong Zheng
LRM
442
18
0
19 May 2025
Improving In-Context Learning with Reasoning Distillation
Nafis Sadeq
Xin Xu
Zhouhang Xie
Julian McAuley
Byungkyu Kang
Prarit Lamba
Xiang Gao
RALM
ReLM
LRM
234
1
0
14 Apr 2025
On Language Models' Sensitivity to Suspicious Coincidences
Sriram Padmanabhan
Kanishka Misra
Kyle Mahowald
Eunsol Choi
ReLM
LRM
242
0
0
13 Apr 2025
ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition
Yong Liu
Zonglin Yang
Tong Xie
Jinjie Ni
Ben Gao
Rui Wang
Weizhen He
Wanli Ouyang
Xiaoshi Zhong
Dongzhan Zhou
391
23
0
27 Mar 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Chunyang Li
Weiqi Wang
Tianshi Zheng
Yangqiu Song
LRM
451
14
0
22 Feb 2025
Inductive Linguistic Reasoning with Large Language Models
Raghav Ramji
Keshav Ramji
LRM
ReLM
ELM
118
2
0
09 Dec 2024
PyGen: A Collaborative Human-AI Approach to Python Package Creation
Saikat Barua
Mostafizur Rahman
Md Jafor Sadek
Rafiul Islam
Shehnaz Khaled
Md. Shohrab Hossain
467
2
0
13 Nov 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models
International Conference on Learning Representations (ICLR), 2024
Jiachun Li
Pengfei Cao
Zhuoran Jin
Yubo Chen
Kang Liu
Jun Zhao
LRM
ELM
361
13
0
12 Oct 2024
Mars: Situated Inductive Reasoning in an Open-World Environment
Neural Information Processing Systems (NeurIPS), 2024
Xiaojuan Tang
Jiaqi Li
Yitao Liang
Song-chun Zhu
Muhan Zhang
Zilong Zheng
LM&Ro
LRM
LLMAG
384
9
0
10 Oct 2024
MOOSE-Chem: Large Language Models for Rediscovering Unseen Chemistry Scientific Hypotheses
International Conference on Learning Representations (ICLR), 2024
Zonglin Yang
Wanhao Liu
Ben Gao
Tong Xie
You Li
Wanli Ouyang
Soujanya Poria
Xiaoshi Zhong
Dongzhan Zhou
LRM
565
44
0
09 Oct 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
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
427
71
0
09 Jun 2024
Hypothesis Generation with Large Language Models
Yangqiaoyu Zhou
Haokun Liu
Tejes Srivastava
Hongyuan Mei
Chenhao Tan
LRM
260
62
0
05 Apr 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey
Philipp Mondorf
Barbara Plank
ELM
LRM
LM&MA
361
87
0
02 Apr 2024
SoK: Memorization in General-Purpose Large Language Models
Valentin Hartmann
Anshuman Suri
Vincent Bindschaedler
David Evans
Shruti Tople
Robert West
KELM
LLMAG
324
37
0
24 Oct 2023
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement
International Conference on Learning Representations (ICLR), 2023
Linlu Qiu
Liwei Jiang
Ximing Lu
Melanie Sclar
Valentina Pyatkin
...
Bailin Wang
Yoon Kim
Yejin Choi
Nouha Dziri
Xiang Ren
LRM
ReLM
398
108
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
322
86
0
10 Oct 2023
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Zonglin Yang
Xinya Du
Junxian Li
Jie Zheng
Soujanya Poria
Xiaoshi Zhong
LRM
292
86
0
06 Sep 2023
Through the Lens of Core Competency: Survey on Evaluation of Large Language Models
China 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
193
23
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15 Aug 2023
Large Language Models Are Not Strong Abstract Reasoners
International Joint Conference on Artificial Intelligence (IJCAI), 2023
Gaël Gendron
Qiming Bao
Michael Witbrock
Gillian Dobbie
ELM
LRM
316
64
0
31 May 2023
Large Language Model Programs
Imanol Schlag
Sainbayar Sukhbaatar
Asli Celikyilmaz
Anuj Kumar
Jason Weston
Jürgen Schmidhuber
Xian Li
LRM
209
16
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09 May 2023
Natural Language Reasoning, A Survey
ACM Computing Surveys (ACM Comput. Surv.), 2023
Fei Yu
Hongbo Zhang
Prayag Tiwari
Benyou Wang
ReLM
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319
95
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
195
36
0
21 Mar 2023
Goal Driven Discovery of Distributional Differences via Language Descriptions
Neural Information Processing Systems (NeurIPS), 2023
Ruiqi Zhong
Peter Zhang
Steve Li
Jinwoo Ahn
Dan Klein
Jacob Steinhardt
307
62
0
28 Feb 2023
Towards Reasoning in Large Language Models: A Survey
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
Jie Huang
Kevin Chen-Chuan Chang
LM&MA
ELM
LRM
1.0K
810
0
20 Dec 2022
Reasoning with Language Model Prompting: A Survey
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
Shuofei Qiao
Yixin Ou
Ningyu Zhang
Xiang Chen
Yunzhi Yao
Shumin Deng
Chuanqi Tan
Fei Huang
Huajun Chen
ReLM
ELM
LRM
707
395
0
19 Dec 2022
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