Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review

24 February 2022

Papers citing "Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review"

33 / 33 papers shown

Title
NSFlow: An End-to-End FPGA Framework with Scalable Dataflow Architecture for Neuro-Symbolic AI Hanchen Yang Zishen Wan Ritik Raj Joongun Park Ziwei Li A. Samajdar A. Raychowdhury Tushar Krishna 19 0 0 27 Apr 2025
PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement Xin Quan Marco Valentino Danilo S. Carvalho Dhairya Dalal André Freitas LRM 33 0 0 05 Apr 2025
A Study on Neuro-Symbolic Artificial Intelligence: Healthcare Perspectives Delower Hossain Jake Y Chen NAI 45 1 0 23 Mar 2025
Sentiment Analysis in SemEval: A Review of Sentiment Identification Approaches Bousselham EL HADDAOUI R. Chiheb R. Faizi A. E. Afia 44 0 0 13 Mar 2025
Neuro-Symbolic Contrastive Learning for Cross-domain Inference Mingyue Liu Ryo Ueda Zhen Wan Katsumi Inoue Chris G. Willcocks NAI 70 0 0 13 Feb 2025
Large Process Models: A Vision for Business Process Management in the Age of Generative AI T. Kampik C. Warmuth Adrian Rebmann Ron Agam Lukas N. P. Egger ... Han van der Aa Artem Polyvyanyy S. Rinderle-Ma Ingo Weber Matthias Weidlich 87 10 0 20 Jan 2025
Neurosymbolic Graph Enrichment for Grounded World Models S. D. Giorgis Aldo Gangemi Alessandro Russo NAI 71 0 0 19 Nov 2024
The American Sign Language Knowledge Graph: Infusing ASL Models with Linguistic Knowledge Lee Kezar Nidhi Munikote Zian Zeng Zed Sevcikova Sehyr Naomi K. Caselli Jesse Thomason VLM SLR 36 0 0 06 Nov 2024
What comes after transformers? -- A selective survey connecting ideas in deep learning Johannes Schneider AI4CE 30 2 0 01 Aug 2024
Take A Step Back: Rethinking the Two Stages in Visual Reasoning Mingyu Zhang Jiting Cai Mingyu Liu Yue Xu Cewu Lu Yong-Lu Li LRM 33 5 0 29 Jul 2024
First Heuristic Then Rational: Dynamic Use of Heuristics in Language Model Reasoning Yoichi Aoki Keito Kudo Tatsuki Kuribayashi Shusaku Sone Masaya Taniguchi Keisuke Sakaguchi Kentaro Inui LRM 21 1 0 23 Jun 2024
Natural Language Processing RELIES on Linguistics Juri Opitz Shira Wein Nathan Schneider AI4CE 44 7 0 09 May 2024
Unsupervised Dynamics Prediction with Object-Centric Kinematics Yeon-Ji Song Suhyung Choi Jaein Kim Jin-Hwa Kim Byoung-Tak Zhang 36 0 0 29 Apr 2024
SymbolicAI: A framework for logic-based approaches combining generative models and solvers Marius-Constantin Dinu Claudiu Leoveanu-Condrei Markus Holzleitner Werner Zellinger Sepp Hochreiter 41 9 0 01 Feb 2024
Synergizing Machine Learning & Symbolic Methods: A Survey on Hybrid Approaches to Natural Language Processing Rrubaa Panchendrarajan A. Zubiaga 25 7 0 22 Jan 2024
Large Language Models Can Learn Temporal Reasoning Siheng Xiong Ali Payani Ramana Rao Kompella Faramarz Fekri LRM 27 74 0 12 Jan 2024
A Survey on Verification and Validation, Testing and Evaluations of Neurosymbolic Artificial Intelligence Justus Renkhoff Ke-ke Feng Marc Meier-Doernberg Alvaro Velasquez Houbing Herbert Song 21 8 0 06 Jan 2024
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Luca Longo Mario Brcic Federico Cabitza Jaesik Choi Roberto Confalonieri ... Andrés Páez Wojciech Samek Johannes Schneider Timo Speith Simone Stumpf 26 189 0 30 Oct 2023
Conceptual Framework for Autonomous Cognitive Entities David Shapiro Wangfan Li Manuel Delaflor Carlos Toxtli 33 1 0 03 Oct 2023
A Sentence is Worth a Thousand Pictures: Can Large Language Models Understand Human Language? G. Marcus Evelina Leivada Elliot Murphy ELM VLM ALM 19 3 0 26 Jul 2023
Natural Language Commanding via Program Synthesis Apurva Gandhi Thong Q. Nguyen Huitian Jiao R. Steen Ameya Bhatawdekar 19 7 0 06 Jun 2023
Semantic-aware Dynamic Retrospective-Prospective Reasoning for Event-level Video Question Answering Chenyang Lyu Tianbo Ji Yvette Graham Jennifer Foster 20 1 0 14 May 2023
Interpretable Multimodal Misinformation Detection with Logic Reasoning Hui Liu Wenya Wang Haoliang Li 33 22 0 10 May 2023
MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal Logic Damien Sileo Antoine Lernould LRM 11 25 0 05 May 2023
Empirical Investigation of Neural Symbolic Reasoning Strategies Yoichi Aoki Keito Kudo Tatsuki Kuribayashi Ana Brassard Masashi Yoshikawa Keisuke Sakaguchi Kentaro Inui 18 2 0 16 Feb 2023
Reliable Natural Language Understanding with Large Language Models and Answer Set Programming Abhiramon Rajasekharan Yankai Zeng Parth Padalkar Gopal Gupta LRM 25 19 0 07 Feb 2023
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 56 310 0 19 Dec 2022
Logical Tasks for Measuring Extrapolation and Rule Comprehension Ippei Fujisawa Ryota Kanai ELM LRM 20 4 0 14 Nov 2022
Trust in Language Grounding: a new AI challenge for human-robot teams David M. Bossens C. Evers 32 1 0 05 Sep 2022
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology Muhammad Hassan Haifei Guan Aikaterini Melliou Yuqi Wang Qianhui Sun ... Qi Huang Jiefu Tan Qinwang Xing Peiwu Qin Dongmei Yu NAI 34 14 0 31 Jul 2022
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 59 290 0 10 Dec 2020
Temporal Reasoning on Implicit Events from Distant Supervision Ben Zhou Kyle Richardson Qiang Ning Tushar Khot Ashish Sabharwal Dan Roth 157 73 0 24 Oct 2020
Modeling Content and Context with Deep Relational Learning Maria Leonor Pacheco Dan Goldwasser NAI 33 34 0 20 Oct 2020