IKGR

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LLM-based Intent Knowledge Graph Recommender

IKGR is an LLM-based Intent Knowledge Graph Recommender framework that learns user-item affinities from an interaction knowledge graph and densifies it by extracting user intent.

1Total Mentions

+0.70Sentiment (Very Positive)

+1.2%Velocity (7d)

First seen: Mar 13, 2026Last active: 2d ago

Timeline

Research MilestoneMar 13, 2026
Research paper published introducing the LLM-based Intent Knowledge Graph Recommender framework for cold-start recommendation.
Research MilestoneMar 13, 2026
Proposed as a tuning-free LLM framework for intent-based recommendations using an intent-centric knowledge graph.

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Uses

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Retrieval-Augmented Generation
technology2 mentions90% conf.
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large language models
technology1 mentions95% conf.
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Intent-centric Knowledge Graph
technology1 mentions90% conf.
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cold-start problem
research topic1 mentions80% conf.

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