FaiRR: Faithful and Robust Deductive Reasoning over Natural Language

19 March 2022

Xiang Ren

Papers citing "FaiRR: Faithful and Robust Deductive Reasoning over Natural Language"

31 / 31 papers shown

Title
Automated Annotation of Evolving Corpora for Augmenting Longitudinal Network Data: A Framework Integrating Large Language Models and Expert Knowledge Xiao Liu Zirui Wu Jiayi Li Zhicheng Shao Xun Pang Yansong Feng 58 0 0 03 Mar 2025
QUENCH: Measuring the gap between Indic and Non-Indic Contextual General Reasoning in LLMs Mohammad Aflah Khan Neemesh Yadav Sarah Masud Md. Shad Akhtar 71 0 0 16 Dec 2024
RISCORE: Enhancing In-Context Riddle Solving in Language Models through Context-Reconstructed Example Augmentation Ioannis Panagiotopoulos Giorgos Filandrianos Maria Lymperaiou Giorgos Stamou LRM ReLM 33 0 0 24 Sep 2024
Symbolic Working Memory Enhances Language Models for Complex Rule Application Siyuan Wang Zhongyu Wei Yejin Choi Xiang Ren LRM LLMAG 31 9 0 24 Aug 2024
Improving Arithmetic Reasoning Ability of Large Language Models through Relation Tuples, Verification and Dynamic Feedback Zhongtao Miao Kaiyan Zhao Yoshimasa Tsuruoka KELM LRM 36 2 0 25 Jun 2024
Quantifying the Capabilities of LLMs across Scale and Precision Sher Badshah Hassan Sajjad 32 11 0 06 May 2024
A Survey on Deep Learning for Theorem Proving Zhaoyu Li Jialiang Sun Logan Murphy Qidong Su Zenan Li Xian Zhang Kaiyu Yang Xujie Si LRM 42 21 0 15 Apr 2024
Towards Generalizable and Faithful Logic Reasoning over Natural Language via Resolution Refutation Zhouhao Sun Xiao Ding LI DU Bibo Cai Jin-Fang Gao Ting Liu Bing Qin LRM ReLM 26 0 0 02 Apr 2024
Comparing Inferential Strategies of Humans and Large Language Models in Deductive Reasoning Philipp Mondorf Barbara Plank LRM 24 9 0 20 Feb 2024
How Interpretable are Reasoning Explanations from Prompting Large Language Models? Yeo Wei Jie Ranjan Satapathy Rick Mong Erik Cambria ReLM LRM 44 16 0 19 Feb 2024
Enhancing Ethical Explanations of Large Language Models through Iterative Symbolic Refinement Xin Quan Marco Valentino Louise A. Dennis André Freitas LRM 8 11 0 01 Feb 2024
SEER: Facilitating Structured Reasoning and Explanation via Reinforcement Learning Guoxin Chen Kexin Tang Chao Yang Fuying Ye Yu Qiao Yiming Qian LRM 8 3 0 24 Jan 2024
CLOMO: Counterfactual Logical Modification with Large Language Models Yinya Huang Ruixin Hong Hongming Zhang Wei Shao Zhicheng YANG Dong Yu Changshui Zhang Xiaodan Liang Linqi Song LRM 23 7 0 29 Nov 2023
Are LLMs Rigorous Logical Reasoner? Empowering Natural Language Proof Generation with Contrastive Stepwise Decoding Ying Su Xiaojin Fu Mingwen Liu Zhijiang Guo LRM 22 3 0 12 Nov 2023
GLoRE: Evaluating Logical Reasoning of Large Language Models Hanmeng Liu Zhiyang Teng Ruoxi Ning Jian Liu Qiji Zhou Yuexin Zhang Yue Zhang ReLM ELM LRM 60 6 0 13 Oct 2023
Empower Nested Boolean Logic via Self-Supervised Curriculum Learning Hongqiu Wu Linfeng Liu Haizhen Zhao Min Zhang LRM AI4CE NAI ELM 35 6 0 09 Oct 2023
Explainable Claim Verification via Knowledge-Grounded Reasoning with Large Language Models Haoran Wang Kai Shu LRM 30 22 0 08 Oct 2023
Learning Deductive Reasoning from Synthetic Corpus based on Formal Logic Terufumi Morishita Gaku Morio Atsuki Yamaguchi Yasuhiro Sogawa ReLM LRM AI4CE ELM 16 22 0 11 Aug 2023
RECKONING: Reasoning through Dynamic Knowledge Encoding Zeming Chen Gail Weiss E. Mitchell Asli Celikyilmaz Antoine Bosselut KELM LRM 16 11 0 10 May 2023
Faithful Question Answering with Monte-Carlo Planning Ruixin Hong Hongming Zhang Honghui Zhao Dong Yu Changshui Zhang ReLM LRM 52 19 0 04 May 2023
Explainable Verbal Reasoner Plus (EVR+): A Natural Language Reasoning Framework that Supports Diverse Compositional Reasoning Zhengzhong Liang Zeyu Zhang Steven Bethard Mihai Surdeanu ReLM LRM 18 1 0 28 Apr 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
Empirical Investigation of Neural Symbolic Reasoning Strategies Yoichi Aoki Keito Kudo Tatsuki Kuribayashi Ana Brassard Masashi Yoshikawa Keisuke Sakaguchi Kentaro Inui 8 2 0 16 Feb 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 31 16 0 04 Jan 2023
APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning Soumya Sanyal Yichong Xu Shuohang Wang Ziyi Yang Reid Pryzant W. Yu Chenguang Zhu Xiang Ren ReLM LRM 13 8 0 19 Dec 2022
RLET: A Reinforcement Learning Based Approach for Explainable QA with Entailment Trees Tengxiao Liu Qipeng Guo Xiangkun Hu Yue Zhang Xipeng Qiu Zheng-Wei Zhang LRM 25 14 0 31 Oct 2022
Can Pretrained Language Models (Yet) Reason Deductively? Moy Yuan Songbo Hu Ivan Vulić Anna Korhonen Zaiqiao Meng ReLM ELM LRM 20 8 0 12 Oct 2022
RobustLR: Evaluating Robustness to Logical Perturbation in Deductive Reasoning Soumya Sanyal Zeyi Liao Xiang Ren ELM ReLM LRM 59 19 0 25 May 2022
Generating Natural Language Proofs with Verifier-Guided Search Kaiyu Yang Jia Deng Danqi Chen LRM 14 68 0 25 May 2022
Learning Symbolic Rules for Reasoning in Quasi-Natural Language Kaiyu Yang Jia Deng NAI ReLM LRM 16 13 0 23 Nov 2021