Natural language reasoning, a survey

F Yu, H Zhang, P Tiwari, B Wang - ACM Computing Surveys, 2024 - dl.acm.org
This survey article proposes a clearer view of Natural Language Reasoning (NLR) in the
field of Natural Language Processing (NLP), both conceptually and practically …

Towards logiglue: A brief survey and a benchmark for analyzing logical reasoning capabilities of language models

M Luo, S Kumbhar, M Parmar, N Varshney… - arxiv preprint arxiv …, 2023 - arxiv.org
Logical reasoning is fundamental for humans yet presents a substantial challenge in the
domain of Artificial Intelligence. Initially, researchers used Knowledge Representation and …

MTMS: Multi-teacher Multi-stage Knowledge Distillation for Reasoning-Based Machine Reading Comprehension

Z Zhao, Z **e, G Zhou, JX Huang - … of the 47th International ACM SIGIR …, 2024 - dl.acm.org
As the field of machine reading comprehension (MRC) continues to evolve, it is unlocking
enormous potential for its practical application. However, the currently well-performing …

Uncertain about ChatGPT: enabling the uncertainty evaluation of large language models

AL Jousselme, JP de Villiers… - 2023 26th …, 2023 - ieeexplore.ieee.org
ChatGPT, OpenAI's chatbot, has gained consider-able attention since its launch in
November 2022, owing to its ability to formulate articulated responses to text queries and …

Ignore Me But Don't Replace Me: Utilizing Non-Linguistic Elements for Pretraining on the Cybersecurity Domain

E Jang, J Cui, D Yim, Y **, JW Chung, S Shin… - arxiv preprint arxiv …, 2024 - arxiv.org
Cybersecurity information is often technically complex and relayed through unstructured text,
making automation of cyber threat intelligence highly challenging. For such text domains …

Modeling logical content and pattern information for contextual reasoning

P Guo, P Jian, X Shi - 2024 International Joint Conference on …, 2024 - ieeexplore.ieee.org
Logical reasoning tasks have recently become a research hotspot in machine reading
comprehension communities. This task requires models to answer the question by extracting …

Boosting Logical Fallacy Reasoning in LLMs via Logical Structure Tree

Y Lei, R Huang - arxiv preprint arxiv:2410.12048, 2024 - arxiv.org
Logical fallacy uses invalid or faulty reasoning in the construction of a statement. Despite the
prevalence and harmfulness of logical fallacies, detecting and classifying logical fallacies …

LogiGraph: Logical Reasoning with Contrastive Learning and Lightweight Graph Networks

X Li, C Shi, Y Xu, J Huang - Proceedings of the 31st International …, 2025 - aclanthology.org
Logical reasoning is a crucial factor in machine reading comprehension tasks (MRC).
Existing methods suffer from the balance between semantic and explicit logical relation …

大模型逻辑推理研究综述 (Survey on Logical Reasoning of Large Pre-trained Language Models)

L Hanmeng, Z Yue - Proceedings of the 23rd Chinese National …, 2024 - aclanthology.org
Abstract “理解自然语言的逻辑结构和关系是机器理解的核心任务, 也是人工智能领域的关键
研究议题. 随着大数据和计算能力的提升, 预训练语言模型在逻辑推理方面取得了显著进展 …

基于逻辑推理的机器阅读理解综述.

**晴, **艳玲, 董杰, 葛凤培… - Journal of Frontiers of …, 2024 - search.ebscohost.com
机器阅读理解是自然语言处理领域中的核心任务之一, 该任务目标是使机器能够理解自然语言
文本, 并**确回答关于文本内容的问题. 随着自然语言处理相关方法和模型的发展 …