Is KG-RAG superseded?

KG-RAG (Retrieval-augmented generation): superseded — cited as a baseline and beaten by newer methods. 0 paper(s) critique it, 2 beat it on benchmarks — #99 of 1179 most-superseded. Sub-problem: cluster led by MMGraphRAG. Newer alternatives in the same sub-problem include VideoStir, Graph-to-Frame RAG, MG²-RAG, AutoThinkRAG, AgenticOCR.

Retrieval-augmented generation

KG-RAG

KG-RAG: Bridging the Gap Between Knowledge and Creativity

Superseded baseline#99 of 1,179 most-superseded · first seen May 20, 2024

Superseded — cited as a baseline and beaten by newer methods

0 papers critique it · 2 beat it on benchmarks

Beaten on benchmarks

Head-to-head results where a newer method reports beating KG-RAG. Values are copied from the source paper's tables — verify against the cited paper.

MG²-RAG beats KG-RAG
38.40 vs 31.30
InfoSeek Unseen-E · [Qwen3.5-27B backbone]
MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
Pilot beats KG-RAG
80.16 vs 76.05
Correct · [KG-RAG (Qwen1.5-7B)]
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation

What to use instead

Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

VideoStirVideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
Apr 7, 2026
Graph-to-Frame RAGGraph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning
Apr 6, 2026
MG²-RAGMG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
Apr 4, 2026
AutoThinkRAGAutothinkRAG: Complexity-Aware Control of Retrieval-Augmented Reasoning for Image-Text Interaction
Mar 17, 2026
AgenticOCRAgenticOCR: Parsing Only What You Need for Efficient Retrieval-Augmented Generation
Feb 27, 2026
VimRAGVimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph
Feb 13, 2026
FedMosaicFedMosaic: Federated Retrieval-Augmented Generation via Parametric Adapters
Feb 5, 2026
MARAMARA: A Multimodal Adaptive Retrieval-Augmented Framework for Document Question Answering
Feb 1, 2026
LAD-RAGLAD-RAG: Layout-aware Dynamic RAG for Visually-Rich Document Understanding
Oct 8, 2025