Method Drift›Retrieval-augmented generation
RAG-DDR
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data RewardsRetrieval-augmented generation · first seen Oct 17, 2024
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 3 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites RAG-DDR as a baseline.
“However, their success require the model to construct correct reasoning paths.”
— ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
Beaten on benchmarks
Head-to-head results where a newer method reports beating RAG-DDR. Values are copied from the source paper's tables — verify against the cited paper.
- Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning
MMOA-RAG beats RAG-DDR · Accuracy [AmbigQA]
38.85 vs 36.25
- Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning
MMOA-RAG beats RAG-DDR · Exact Match [AmbigQA]
34.75 vs 32.55
- Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning
MMOA-RAG beats RAG-DDR · F1 Score [AmbigQA]
48.59 vs 45.83
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · NQ [Llama-3.1-Instruct 8B]
54.67 vs 53.83
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · 2Wiki [Llama-3.1-Instruct 8B]
63.70 vs 57.43
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · HotQA [Llama-3.1-Instruct 8B]
61.03 vs 55.00
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · SquAD [Llama-3.1-Instruct 8B]
45.83 vs 42.60
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · SeaQA [Llama-3.1-Instruct 8B]
82.80 vs 75.97
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · PopQA [Llama-3.1-Instruct 8B]
62.60 vs 60.23
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · BeerQA [Llama-3.1-Instruct 8B]
56.20 vs 52.43
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · WebQ [Llama-3.1-Instruct 8B]
48.90 vs 45.95
- ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation
ClueAnchor beats RAG-DDR · MusQ [Llama-3.1-Instruct 8B]
24.67 vs 20.79
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.