Article

Hybridly Explainable Verified Language Processing

2025-04-02

Abstract excerpt

The volume and diversity of digital information has led to a growing reliance on Machine Learning techniques, such as Natural Language Processing, for interpreting and accessing appropriate data. Among these techniques, vector and graph embeddings are used for representing data points, ranging from individual words to entire documents across multiple corpora. To retrieve this data, we need accurate similarity pipe...

Topics

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

Identifiers and source

Literature Corpus work: 2ddc1550-b5b0-55a7-a0f4-55da7a834d5a
DOI: 10.20944/preprints202504.0090.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Hybridly Explainable Verified Language ProcessingDOI 10.20944/preprints202504.0090.v1Read

Verified Language Processing with Hybrid ExplainabilitySemantic proximity Read

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

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

Exploring Explainability in Large Language ModelsSemantic proximity Read

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

When Transformer models are more compositional than humans: The case of the depth charge illusionSemantic proximity Read

REFINE: Enhanced Reinforced Feature Generation via Semantic-Guided ExplorationSemantic proximity Read

Evaluating Logical Reasoning Ability of Large Language ModelsSemantic proximity Read

HyperLLM: The Next Generation of Large Language Models with Multimodal CapabilitiesSemantic proximity Read

Stress-Testing the Reasoning Competence of LLMs with Proofs Under Minimal FormalismSemantic proximity Read

A linguistic approach to Natural Language Generation: The language spectrum, language models, and OpenLogosSemantic proximity Read

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