Is Astute RAG superseded?

Astute RAG (Retrieval-augmented generation): superseded — cited as a baseline and beaten by newer methods. 2 paper(s) critique it, 3 beat it on benchmarks — #40 of 1179 most-superseded. Sub-problem: cluster led by RobustRAG. Newer alternatives in the same sub-problem include CORDON-MAS, BiRD, CleanBase, Beyond Factual Grounding, RAGShield.

Retrieval-augmented generation

Astute RAG

Superseded baseline#40 of 1,179 most-superseded

Superseded — cited as a baseline and beaten by newer methods

2 papers critique it · 3 beat it on benchmarks

What papers say

Verbatim critique sentences, each from a paper that cites Astute RAG as a baseline.

it is not robust against simple adversarial attacks such as prompt injection.

— ReliabilityRAG: Effective and Provably Robust Defense for RAG-based Web-Search

“While prior work processes and filters retrieved documents collectively wang2024astuteragovercomingimperfect, weller-etal-2024-defending, our approach assigns each document to an independent agent”

— Retrieval-Augmented Generation with Conflicting Evidence

Beaten on benchmarks

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

MADAM beats Astute RAG
63.00 vs 15.00
AmbigDocs · [GPT-4o-mini]
Retrieval-Augmented Generation with Conflicting Evidence
RbFT beats Astute RAG
33.8 vs 19.6
EM · [Llama, Hard (τ=1.0) - Counterfactual]
RbFT: Robust Fine-tuning for Retrieval-Augmented Generation against Retrieval Defects
BRIDGE_GRPO beats Astute RAG
75.66 vs 58.60
Accuracy · [GPT-3.5-turbo / TRD Real]
After Retrieval, Before Generation: Enhancing the Trustworthiness of Large Language Models in RAG

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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.