Is KG-RAG superseded?

KG-RAG (Retrieval-augmented generation): superseded — cited as a baseline and beaten by newer methods. 0 paper(s) critique it, 2 beat it on benchmarks — #99 of 1179 most-superseded.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, MG$^2$-RAG, AutoThinkRAG, AgenticOCR.

Method Drift›Retrieval-augmented generation

Superseded baseline#99 of 1,179 most-superseded

KG-RAG

KG-RAG: Bridging the Gap Between Knowledge and Creativity

Retrieval-augmented generation · 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superseded — cited as a baseline and beaten by newer methods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 · InfoSeek Unseen-Q [Qwen3.5-27B backbone]
37.36 vs 32.90
MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
MG²-RAG beats KG-RAG · InfoSeek Unseen-E [Qwen3.5-27B backbone]
38.40 vs 31.30
MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
MG²-RAG beats KG-RAG · InfoSeek All [Qwen3.5-27B backbone]
37.87 vs 32.10
MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
MG²-RAG (Ours) beats KG-RAG · InfoSeek R@1 [Multimodal retrieval]
59.6 vs 49.7
MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
MG²-RAG (Ours) beats KG-RAG · InfoSeek R@10 [Multimodal retrieval]
83.8 vs 78.0
MG$^2$-RAG: Multi-Granularity Graph for Multimodal Retrieval-Augmented Generation
Pilot beats KG-RAG · Correct [KG-RAG (Qwen1.5-7B)]
80.16 vs 76.05
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation
Pilot beats KG-RAG · Correct [KG-RAG, Qwen1.5-7B]
72.95 vs 71.31
A Pilot Empirical Study on When and How to Use Knowledge Graphs as Retrieval Augmented Generation

Newer alternatives

Recent methods in the same sub-problem, not yet superseded in the knowledge base.