Cover Image

ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bismay, Millennium, Dong, Xiangjue, Caverlee, James
Format:	Preprint
Published:	2024
Subjects:	Information Retrieval Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CHOIR: Collaborative Harmonization fOr Inference Robustness
by: Dong, Xiangjue, et al.
Published: (2025)

DMRetriever: A Family of Models for Improved Text Retrieval in Disaster Management
by: Yin, Kai, et al.
Published: (2025)

LLM-Powered Explanations: Unraveling Recommendations Through Subgraph Reasoning
by: Shi, Guangsi, et al.
Published: (2024)

ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning
by: Huang, Jiani, et al.
Published: (2026)

DisastIR: A Comprehensive Information Retrieval Benchmark for Disaster Management
by: Yin, Kai, et al.
Published: (2025)

AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
by: Shang, Yu, et al.
Published: (2025)

Comparative Explanations via Counterfactual Reasoning in Recommendations
by: Yu, Yi, et al.
Published: (2025)

Reason-to-Recommend: Using Interaction-of-Thought Reasoning to Enhance LLM Recommendation
by: Zhao, Keyu, et al.
Published: (2025)

LLM-Rec: Personalized Recommendation via Prompting Large Language Models
by: Lyu, Hanjia, et al.
Published: (2023)

AdaptJobRec: Enhancing Conversational Career Recommendation through an LLM-Powered Agentic System
by: Wang, Qixin, et al.
Published: (2025)

L2Rec: Towards Dual-View Understanding of LLMs for Personalized Recommendation
by: Pan, Pingjun, et al.
Published: (2026)

RGAlign-Rec: Ranking-Guided Alignment for Latent Query Reasoning in Recommendation Systems
by: Liu, Junhua, et al.
Published: (2026)

CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework
by: Wang, Shaohuang, et al.
Published: (2024)

RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation
by: Yu, Xiaohan, et al.
Published: (2024)

Self-EvolveRec: Self-Evolving Recommender Systems with LLM-based Directional Feedback
by: Kim, Sein, et al.
Published: (2026)

LLM2Rec: Large Language Models Are Powerful Embedding Models for Sequential Recommendation
by: He, Yingzhi, et al.
Published: (2025)

Leveraging LLM Reasoning Enhances Personalized Recommender Systems
by: Tsai, Alicia Y., et al.
Published: (2024)

RecKG: Knowledge Graph for Recommender Systems
by: Kwon, Junhyuk, et al.
Published: (2025)

PromptHelper: A Prompt Recommender System for Encouraging Creativity in AI Chatbot Interactions
by: Kim, Jason, et al.
Published: (2026)

LLM-RecG: A Semantic Bias-Aware Framework for Zero-Shot Sequential Recommendation
by: Li, Yunzhe, et al.
Published: (2025)

FineRec:Exploring Fine-grained Sequential Recommendation
by: Zhang, Xiaokun, et al.
Published: (2024)

GOT4Rec: Graph of Thoughts for Sequential Recommendation
by: Long, Zewen, et al.
Published: (2024)

CTRL-Rec: Controlling Recommender Systems With Natural Language
by: Carroll, Micah, et al.
Published: (2025)

RecSys Arena: Pair-wise Recommender System Evaluation with Large Language Models
by: Wu, Zhuo, et al.
Published: (2024)

TME-PSR: Time-aware, Multi-interest, and Explanation Personalization for Sequential Recommendation
by: Wang, Qingzhuo, et al.
Published: (2026)

Think before Recommendation: Autonomous Reasoning-enhanced Recommender
by: Kong, Xiaoyu, et al.
Published: (2025)

Query-Conditioned Graph Retrieval for Contextualized LLM Reasoning in Personalized Wearable Data
by: Lu, Zhenyu, et al.
Published: (2026)

EasyRec: Simple yet Effective Language Models for Recommendation
by: Ren, Xubin, et al.
Published: (2024)

MemRec: Collaborative Memory-Augmented Agentic Recommender System
by: Chen, Weixin, et al.
Published: (2026)

CoFiRec: Coarse-to-Fine Tokenization for Generative Recommendation
by: Wei, Tianxin, et al.
Published: (2025)

GemiRec: Interest Quantization and Generation for Multi-Interest Recommendation
by: Wu, Zhibo, et al.
Published: (2025)

An Efficient Attention Mechanism for Sequential Recommendation Tasks: HydraRec
by: Mushtaque, Uzma
Published: (2025)

RecMind: Large Language Model Powered Agent For Recommendation
by: Wang, Yancheng, et al.
Published: (2023)

SeqUDA-Rec: Sequential User Behavior Enhanced Recommendation via Global Unsupervised Data Augmentation for Personalized Content Marketing
by: Luo, Ruihan, et al.
Published: (2025)

Enhancing the Interpretability of Rule-based Explanations through Information Retrieval
by: Umbrico, Alessandro, et al.
Published: (2025)

TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation
by: Qu, Haohao, et al.
Published: (2024)

Memory Assisted LLM for Personalized Recommendation System
by: Chen, Jiarui
Published: (2025)

Improving LLM-powered Recommendations with Personalized Information
by: Liu, Jiahao, et al.
Published: (2025)

DisenReason: Behavior Disentanglement and Latent Reasoning for Shared-Account Sequential Recommendation
by: Cheng, Jiawei, et al.
Published: (2026)

DNS-Rec: Data-aware Neural Architecture Search for Recommender Systems
by: Zhang, Sheng, et al.
Published: (2024)