Reasoning with language model prompting: A survey

S Qiao, Y Ou, N Zhang, X Chen, Y Yao, S Deng… - arXiv preprint arXiv …, 2022 - arxiv.org
Reasoning, as an essential ability for complex problem-solving, can provide back-end
support for various real-world applications, such as medical diagnosis, negotiation, etc. This …

Interpretable multimodal misinformation detection with logic reasoning

H Liu, W Wang, H Li - arXiv preprint arXiv:2305.05964, 2023 - arxiv.org
Multimodal misinformation on online social platforms is becoming a critical concern due to
increasing credibility and easier dissemination brought by multimedia content, compared to …

[PDF][PDF] Neuro-Symbolic AI: Bringing a new era of Machine Learning

R Kishor - Journal homepage: www. ijrpr. com ISSN, 2022 - researchgate.net
ABSTRACT Processing Natural Language using machines is not a new concept. Back in
1940 researchers estimated the importance of a machine that could translate one language …

First Heuristic Then Rational: Dynamic Use of Heuristics in Language Model Reasoning

Y Aoki, K Kudo, T Kuribayashi, S Sone… - arXiv preprint arXiv …, 2024 - arxiv.org
Multi-step reasoning instruction, such as chain-of-thought prompting, is widely adopted to
explore better language models (LMs) performance. We report on the systematic strategy …

Explaining Enterprise Knowledge Graphs with Large Language Models and Ontological Reasoning

T Baldazzi, L Bellomarini, S Ceri… - The Provenance of …, 2024 - drops.dagstuhl.de
In recent times, the demand for transparency and accountability in AI-driven decisions has
intensified, particularly in high-stakes domains like finance and bio-medicine. This focus on …

[PDF][PDF] Softening Ontological Reasoning with Large Language Models

T Baldazzi, D Benedetto, L Bellomarini, E Sallinger… - 2024 - ceur-ws.org
Abstract Logic-based Knowledge Graphs (KGs) and Knowledge Representation and
Reasoning (KRR) have emerged as fundamental methodologies in many data-intensive …

[PDF][PDF] Towards a Neuro-Symbolic Framework for Multimodal Human-AI Interaction.

AJ Scotte, V De Silva - ICPRAM, 2023 - scitepress.org
Humans are not defined by a single means of communication: language, style, expression,
body posture, emotion and attitude all contribute to the mix that makes communicating …