Article

Semantic-Retrieval-Reasoning Pipeline: A Hybrid Large Language Model Framework for Intent-Aware and Explainable Bundle Recommendation

2026-08-19

Abstract excerpt

<title>Abstract</title> <p>Increasing revenue for grocery sellers is a challenge today and utilize the Bundle Recommendation System for able to sell several products in one package based on consumer needs. Previous research using the user's basket as a single intent results in monotonous recommendations. The current methods such as GNN or Contrastive based also does not help even though it succeeds in increasing...

Topics

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

Identifiers and source

Literature Corpus work: 12e4d516-cc4a-503f-a7c3-960c97581173
DOI: 10.21203/rs.3.rs-10565106/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Semantic-Retrieval-Reasoning Pipeline: A Hybrid Large Language Model Framework for Intent-Aware and Explainable Bundle RecommendationDOI 10.21203/rs.3.rs-10565106/v1Read

LLM-Augmented Knowledge Graph Reasoning with Disentangled Multimodal Fusion for Explainable E-Commerce Conversion PredictioSemantic proximity Read

Optimization of the Digital and Intelligent Transformation Path for Small Enterprises Integrating the Generation Augmentation Mechanism of the Qwen-2 Large ModelSemantic proximity Read

Leveraging AIGC and Human-Computer Interaction Design to Enhance Efficiency and Quality in E-commerce Content GenerationSemantic proximity Read

Targeted Marketing on Social Media: Utilizing Text Analysis to Create Personalized Landing PagesSemantic proximity Read

Feature-Driven vs Language-Based AI Online Gambling Addiction Modeling: Exploring Interpretability Through XGBoost and LLM-Based RAGSemantic proximity Read

The Future of Shopping: AI CommerceSemantic proximity Read

GRAPHAM: A Graph-Powered Hierarchical Autonomous Multi-Agent System for Next-Generation RecommendationsSemantic proximity Read

3A-COT: An Attend-Arrange-Abstract Chain-of-Thought for Multi-Document SummarizationSemantic proximity Read

Generative AI-enabled Knowledge Base Fine-tuning: Enhancing Feature Engineering for Customer ChurnSemantic proximity Read

Ontology-based Activity Intention Recognition via Human-in-the-loop FrameworkSemantic proximity Read

Multi-Gate Mixture-of-Experts with Explanation for Predictive Computational Personality AnalysisSemantic proximity Read