Article

Verified Language Processing with Hybrid Explainability

2025-05-16

Abstract excerpt

The volume and diversity of digital information have led to a growing reliance on Machine Learning (ML) techniques, such as Natural Language Processing (NLP), for interpreting and accessing appropriate data. While vector and graph embeddings represent data for similarity tasks, current state-of-the-art pipelines lack guaranteed explainability, failing to determine similarity for given full texts accurately. These...

Topics

Open a Topic to create a Post that cites this publication.

Genomics and Rare Diseases

Identifiers and source

Literature Corpus work: 385b72b5-7ac9-579a-8f48-bbdb3649488c
DOI: 10.20944/preprints202504.0090.v2

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Verified Language Processing with Hybrid ExplainabilityDOI 10.20944/preprints202504.0090.v2Read

Hybridly Explainable Verified Language ProcessingSemantic proximity Read

Towards Explainable Language Reasoning via Multi-Modal Knowledge GraphsSemantic proximity Read

Mitigate Large Language Model Hallucinations with Probabilistic Inference in Graph Neural NetworksSemantic proximity Read

Evaluating Logical Reasoning Ability of Large Language ModelsSemantic proximity Read

From Message Passing to Prompting: Rethinking Graph Learning with Large Language ModelsSemantic proximity Read

Boosting Domain Knowledge Understanding of LLMs through Fine-Tuning with a Novel KNN AlgorithmSemantic proximity Read

Investigations on using Evidence-Based GraphRag Pipeline using LLM Tailored for USMLE Style QuestionsSemantic proximity Read

Hypothesis-Driven Semantic Retrieval for Discovering Unseen Knowledge StructuresSemantic proximity Read

Assessing the Statistical Abilities of GPT-4 as a Zero-shot Reasoner: Strengths and WeaknessesSemantic proximity Read

Understanding Logical Reasoning Ability of Large Language ModelsSemantic proximity Read

Private Local Large Language Model for Generating Context-Aware Responses About the Regulations of Book Four of the Civil Code of Catalonia and the Notary Profession of SpainSemantic proximity Read

Emergence of Biological Structural Discovery in General-Purpose Language ModelsSemantic proximity Read