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Language Models as Inductive Reasoners

21 December 2022

Xinya Du

Xiaodong Liu

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Papers citing "Language Models as Inductive Reasoners"

37 / 37 papers shown

Title
On Language Models' Sensitivity to Suspicious Coincidences Sriram Padmanabhan Kanishka Misra Kyle Mahowald Eunsol Choi ReLM LRM 59 0 0 13 Apr 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations Chunyang Li Weiqi Wang Tianshi Zheng Yangqiu Song LRM 115 6 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 86 2 0 13 Nov 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models Jiachun Li Pengfei Cao Zhuoran Jin Yubo Chen Kang Liu Jun Zhao LRM ELM 72 6 0 12 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 173 42 0 09 Jun 2024
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 80 88 0 12 Oct 2023
Hypothesis Search: Inductive Reasoning with Language Models Ruocheng Wang E. Zelikman Gabriel Poesia Yewen Pu Nick Haber Noah D. Goodman ReLM LRM 96 107 0 11 Sep 2023
Large Language Models for Automated Open-domain Scientific Hypotheses Discovery Zonglin Yang Xinya Du Junxian Li Jie Zheng Soujanya Poria Min Zhang LRM 60 54 0 06 Sep 2023
EM Pre-training for Multi-party Dialogue Response Generation Yiyang Li Hai Zhao 60 11 0 21 May 2023
White-Box Multi-Objective Adversarial Attack on Dialogue Generation Yufei Li Zexin Li Ying Gao Cong Liu AAML 39 11 0 05 May 2023
Logical Reasoning over Natural Language as Knowledge Representation: A Survey Zonglin Yang Xinya Du Rui Mao Jinjie Ni Min Zhang LRM ReLM 59 27 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 85 51 0 28 Feb 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,247 0 27 Feb 2023
Natural Language Deduction with Incomplete Information Zayne Sprague Kaj Bostrom Swarat Chaudhuri Greg Durrett LRM 59 17 0 01 Nov 2022
Generating Natural Language Proofs with Verifier-Guided Search Kaiyu Yang Jia Deng Danqi Chen LRM 94 72 0 25 May 2022
A Property Induction Framework for Neural Language Models Kanishka Misra Julia Taylor Rayz Allyson Ettinger 61 12 0 13 May 2022
Knowledge Base Question Answering by Case-based Reasoning over Subgraphs Rajarshi Das Ameya Godbole Ankita Rajaram Naik Elliot Tower Robin Jia Manzil Zaheer Hannaneh Hajishirzi Andrew McCallum 51 54 0 22 Feb 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 120 681 0 21 Feb 2022
Does Pre-training Induce Systematic Inference? How Masked Language Models Acquire Commonsense Knowledge Ian Porada Alessandro Sordoni Jackie C.K. Cheung 45 8 0 16 Dec 2021
Learning Symbolic Rules for Reasoning in Quasi-Natural Language Kaiyu Yang Jia Deng NAI ReLM LRM 49 13 0 23 Nov 2021
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 78 71 0 10 Sep 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 216 3,977 0 28 Jul 2021
Case-based Reasoning for Natural Language Queries over Knowledge Bases Rajarshi Das Manzil Zaheer Dung Ngoc Thai Ameya Godbole Ethan Perez Jay Yoon Lee Lizhen Tan L. Polymenakos Andrew McCallum 87 168 0 18 Apr 2021
Inductive logic programming at 30 Andrew Cropper Sebastijan Dumancic Richard Evans Stephen Muggleton AI4CE 62 77 0 21 Feb 2021
Improving Event Duration Prediction via Time-aware Pre-training Zonglin Yang Xinya Du Alexander M. Rush Claire Cardie VLM 61 20 0 05 Nov 2020
Chart-to-Text: Generating Natural Language Descriptions for Charts by Adapting the Transformer Model Jason Obeid Enamul Hoque 63 138 0 18 Oct 2020
Abductive Knowledge Induction From Raw Data Wang-Zhou Dai Stephen Muggleton 60 49 0 07 Oct 2020
LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning Jian Liu Leyang Cui Hanmeng Liu Dandan Huang Yile Wang Yue Zhang RALM 103 372 0 16 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 808 42,055 0 28 May 2020
Transformers as Soft Reasoners over Language Peter Clark Oyvind Tafjord Kyle Richardson ReLM OffRL LRM 99 359 0 14 Feb 2020
Inductive Relation Prediction by Subgraph Reasoning Komal K. Teru E. Denis William L. Hamilton NAI AI4CE 84 396 0 16 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 442 20,181 0 23 Oct 2019
Commonsense Knowledge Mining from Pretrained Models Joshua Feldman Joe Davison Alexander M. Rush SSL 88 331 0 02 Sep 2019
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text Koustuv Sinha Shagun Sodhani Jin Dong Joelle Pineau William L. Hamilton 62 210 0 16 Aug 2019
Abductive Commonsense Reasoning Chandra Bhagavatula Ronan Le Bras Chaitanya Malaviya Keisuke Sakaguchi Ari Holtzman Hannah Rashkin Doug Downey Scott Yih Yejin Choi ReLM LRM 78 461 0 15 Aug 2019
How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation Chia-Wei Liu Ryan J. Lowe Iulian Serban Michael Noseworthy Laurent Charlin Joelle Pineau 104 1,297 0 25 Mar 2016
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 397 33,550 0 16 Oct 2013