Method Drift›Retrieval-augmented generation
LLM-Embedder
Retrieval-augmented generation
superseded — cited as a baseline and beaten by newer methods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 LLM-Embedder. Values are copied from the source paper's tables — verify against the cited paper.
- Searching for Best Practices in Retrieval-Augmented Generation
+ HyDE + Hybrid Search beats LLM-Embedder · mAP [TREC DL19]
52.13 vs 44.66
- Searching for Best Practices in Retrieval-Augmented Generation
+ HyDE + Hybrid Search beats LLM-Embedder · mAP [TREC DL20]
53.13 vs 45.60
- DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation
DACL-RAG(Ours) beats LLM-Embedder · Avg. EM [Llama3_8B With Retriever Training]
60.43 vs 59.37
- DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation
DACL-RAG(Ours) beats LLM-Embedder · Avg. F1 [Llama3_8B With Retriever Training]
67.60 vs 66.45
- DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation
DACL-RAG(Ours) beats LLM-Embedder · Avg. EM [Qwen2.5_7B With Retriever Training]
57.87 vs 56.23
- DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation
DACL-RAG(Ours) beats LLM-Embedder · Avg. F1 [Qwen2.5_7B With Retriever Training]
65.27 vs 63.63
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Stable-RAGStable-RAG: Mitigating Retrieval-Permutation-Induced Hallucinations in Retrieval-Augmented GenerationApr 21, 2026
- Apr 2, 2026
- Feb 24, 2026
- Jan 16, 2026
- Nov 6, 2025