Reinforcement Learning-based Knowledge Graph Reasoning for Explainable Fact-checking

no code implementations • 11 Oct 2023 • Gustav Nikopensius, Mohit Mayank, Orchid Chetia Phukan, Rajesh Sharma

Extensive experiments on FB15K-277 and NELL-995 datasets reveal that reasoning over a KG is an effective way of producing human-readable explanations in the form of paths and classifications for fact claims.

Fact Checking Misinformation +2

DEAP-FAKED: Knowledge Graph based Approach for Fake News Detection

no code implementations • 4 Jul 2021 • Mohit Mayank, Shakshi Sharma, Rajesh Sharma

Our approach is a combination of the NLP -- where we encode the news content, and the GNN technique -- where we encode the Knowledge Graph (KG).

Fake News Detection

Intrinsic analysis for dual word embedding space models

no code implementations • 1 Dec 2020 • Mohit Mayank

This gives rise to an interesting question - "is there one or a combination of the two word embeddings variety, which works better for a specific task?".

Word Embeddings