VLM4Rec: Multimodal Semantic Representation for Recommendation with Large Vision-Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Valencia, Ty, Barlas, Burak, Singhal, Varun, Bhatia, Ruchir, Yang, Wei |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MasterSet: A Large-Scale Benchmark for Must-Cite Citation Recommendation in the AI/ML Literature
by: Ratul, Md Toyaha Rahman, et al.
Published: (2026)
by: Ratul, Md Toyaha Rahman, et al.
Published: (2026)
Deep Interest Mining for Intent-Enriched Semantic IDs in Multimodal Generative Recommendation
by: Zeng, Yangchen, et al.
Published: (2026)
by: Zeng, Yangchen, et al.
Published: (2026)
Scaling Multilingual Semantic Search in Uber Eats Delivery
by: Ling, Bo, et al.
Published: (2026)
by: Ling, Bo, et al.
Published: (2026)
Train Once, Use Flexibly: A Modular Framework for Multi-Aspect Neural News Recommendation
by: Iana, Andreea, et al.
Published: (2023)
by: Iana, Andreea, et al.
Published: (2023)
STEP: Stepwise Curriculum Learning for Context-Knowledge Fusion in Conversational Recommendation
by: Yang, Zhenye, et al.
Published: (2025)
by: Yang, Zhenye, et al.
Published: (2025)
Grounding the Score: Explicit Visual Premise Verification for Reliable Vision-Language Process Reward Models
by: Wang, Junxin, et al.
Published: (2026)
by: Wang, Junxin, et al.
Published: (2026)
VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion
by: Guo, David, et al.
Published: (2025)
by: Guo, David, et al.
Published: (2025)
What Matters in LLM-Based Feature Extractor for Recommender? A Systematic Analysis of Prompts, Models, and Adaptation
by: Shi, Kainan, et al.
Published: (2025)
by: Shi, Kainan, et al.
Published: (2025)
BridgeRAG: Training-Free Bridge-Conditioned Retrieval for Multi-Hop Question Answering
by: Bacellar, Andre
Published: (2026)
by: Bacellar, Andre
Published: (2026)
Session Context Embedding for Intent Understanding in Product Search
by: Mehrdad, Navid, et al.
Published: (2024)
by: Mehrdad, Navid, et al.
Published: (2024)
Does UMBRELA Work on Other LLMs?
by: Farzi, Naghmeh, et al.
Published: (2025)
by: Farzi, Naghmeh, et al.
Published: (2025)
Algorithmic Trust and Compliance: Benchmarking Brand Notability for UK iGaming Entities in Generative Search Engines
by: Oruesagasti, Julen
Published: (2026)
by: Oruesagasti, Julen
Published: (2026)
Criteria-Based LLM Relevance Judgments
by: Farzi, Naghmeh, et al.
Published: (2025)
by: Farzi, Naghmeh, et al.
Published: (2025)
Intent-Driven Dynamic Chunking: Segmenting Documents to Reflect Predicted Information Needs
by: Koutsiaris, Christos
Published: (2026)
by: Koutsiaris, Christos
Published: (2026)
Graph-GRPO: Dependency-Aware Credit Assignment for Generative E-commerce Search Relevance
by: Che, Jiarui, et al.
Published: (2026)
by: Che, Jiarui, et al.
Published: (2026)
Optimizing open-domain question answering with graph-based retrieval augmented generation
by: Cahoon, Joyce, et al.
Published: (2025)
by: Cahoon, Joyce, et al.
Published: (2025)
Architecture Matters More Than Scale: A Comparative Study of Retrieval and Memory Augmentation for Financial QA Under SME Compute Constraints
by: Liu, Jianan, et al.
Published: (2026)
by: Liu, Jianan, et al.
Published: (2026)
Reviewing the Reviewer: Graph-Enhanced LLMs for E-commerce Appeal Adjudication
by: Du, Yuchen, et al.
Published: (2026)
by: Du, Yuchen, et al.
Published: (2026)
HySemRAG: A Hybrid Semantic Retrieval-Augmented Generation Framework for Automated Literature Synthesis and Methodological Gap Analysis
by: Godinez, Alejandro
Published: (2025)
by: Godinez, Alejandro
Published: (2025)
TriAlignGR: Triangular Multitask Alignment with Multimodal Deep Interest Mining for Generative Recommendation
by: Zeng, Yangchen, et al.
Published: (2026)
by: Zeng, Yangchen, et al.
Published: (2026)
A Case Study of Balanced Query Recommendation on Wikipedia
by: Mishra, Harshit, et al.
Published: (2025)
by: Mishra, Harshit, et al.
Published: (2025)
Comparison of Unsupervised Metrics for Evaluating Judicial Decision Extraction
by: Litvak, Ivan Leonidovich, et al.
Published: (2025)
by: Litvak, Ivan Leonidovich, et al.
Published: (2025)
Peeling Back the Layers: An In-Depth Evaluation of Encoder Architectures in Neural News Recommenders
by: Iana, Andreea, et al.
Published: (2024)
by: Iana, Andreea, et al.
Published: (2024)
LLM Reasoning for Cold-Start Item Recommendation
by: Li, Shijun, et al.
Published: (2025)
by: Li, Shijun, et al.
Published: (2025)
Pre-trained LLMs Meet Sequential Recommenders: Efficient User-Centric Knowledge Distillation
by: Severin, Nikita, et al.
Published: (2026)
by: Severin, Nikita, et al.
Published: (2026)
A Chain-of-Thought Approach to Semantic Query Categorization in e-Commerce Taxonomies
by: Duraj, Jetlir, et al.
Published: (2026)
by: Duraj, Jetlir, et al.
Published: (2026)
MLDocRAG: Multimodal Long-Context Document Retrieval Augmented Generation
by: Zhang, Yongyue, et al.
Published: (2026)
by: Zhang, Yongyue, et al.
Published: (2026)
Expanding Relevance Judgments for Medical Case-based Retrieval Task with Multimodal LLMs
by: Pires, Catarina, et al.
Published: (2025)
by: Pires, Catarina, et al.
Published: (2025)
Large Language Models for Relevance Judgment in Product Search
by: Mehrdad, Navid, et al.
Published: (2024)
by: Mehrdad, Navid, et al.
Published: (2024)
Evaluating the Effectiveness of Large Language Models in Automated News Article Summarization
by: Houamegni, Lionel Richy Panlap, et al.
Published: (2025)
by: Houamegni, Lionel Richy Panlap, et al.
Published: (2025)
Prompt Perturbation in Retrieval-Augmented Generation based Large Language Models
by: Hu, Zhibo, et al.
Published: (2024)
by: Hu, Zhibo, et al.
Published: (2024)
Diversification as Risk Minimization
by: Takehi, Rikiya, et al.
Published: (2025)
by: Takehi, Rikiya, et al.
Published: (2025)
From Citation Selection to Citation Absorption: A Measurement Framework for Generative Engine Optimization Across AI Search Platforms
by: Kai, Zhang, et al.
Published: (2026)
by: Kai, Zhang, et al.
Published: (2026)
Uncovering the Limitations of Query Performance Prediction: Failures, Insights, and Implications for Selective Query Processing
by: Chifu, Adrian-Gabriel, et al.
Published: (2025)
by: Chifu, Adrian-Gabriel, et al.
Published: (2025)
ToolForge: A Data Synthesis Pipeline for Multi-Hop Search without Real-World APIs
by: Chen, Hao, et al.
Published: (2025)
by: Chen, Hao, et al.
Published: (2025)
Leveraging Large Language Models for Semantic Query Processing in a Scholarly Knowledge Graph
by: Jia, Runsong, et al.
Published: (2024)
by: Jia, Runsong, et al.
Published: (2024)
AI-Friendly LaTeX: Using LaTeX Code as a Knowledge Source for Retrieval-Augmented Generation
by: Verhoeff, Tom
Published: (2026)
by: Verhoeff, Tom
Published: (2026)
Improving the Performance of Sequential Recommendation Systems with an Extended Large Language Model
by: Choi, Sinnyum, et al.
Published: (2025)
by: Choi, Sinnyum, et al.
Published: (2025)
Falkor-IRAC: Graph-Constrained Generation for Verified Legal Reasoning in Indian Judicial AI
by: Bose, Joy
Published: (2026)
by: Bose, Joy
Published: (2026)
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study
by: Mutsaddi, Atharva, et al.
Published: (2025)
by: Mutsaddi, Atharva, et al.
Published: (2025)
Similar Items
-
MasterSet: A Large-Scale Benchmark for Must-Cite Citation Recommendation in the AI/ML Literature
by: Ratul, Md Toyaha Rahman, et al.
Published: (2026) -
Deep Interest Mining for Intent-Enriched Semantic IDs in Multimodal Generative Recommendation
by: Zeng, Yangchen, et al.
Published: (2026) -
Scaling Multilingual Semantic Search in Uber Eats Delivery
by: Ling, Bo, et al.
Published: (2026) -
Train Once, Use Flexibly: A Modular Framework for Multi-Aspect Neural News Recommendation
by: Iana, Andreea, et al.
Published: (2023) -
STEP: Stepwise Curriculum Learning for Context-Knowledge Fusion in Conversational Recommendation
by: Yang, Zhenye, et al.
Published: (2025)