Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 14297 papers

Title	Date	Tasks	Status	Hype
One Embedder, Any Task: Instruction-Finetuned Text Embeddings	Dec 19, 2022	Information RetrievalLearning Word Embeddings	CodeCode Available	4
Parameter-Efficient Prompt Tuning Makes Generalized and Calibrated Neural Text Retrievers	Jul 14, 2022	RetrievalText Retrieval	CodeCode Available	4
PLAID: An Efficient Engine for Late Interaction Retrieval	May 19, 2022	CPUGPU	CodeCode Available	4
What Makes Good In-Context Examples for GPT-3?	Jan 17, 2021	Few-Shot LearningNatural Language Understanding	CodeCode Available	4
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks	May 22, 2020	Fact VerificationQuestion Answering	CodeCode Available	4
FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation	Jun 14, 2025	Language ModelingLanguage Modelling	CodeCode Available	3
Hierarchical Lexical Graph for Enhanced Multi-Hop Retrieval	Jun 9, 2025	Dataset GenerationRAG	CodeCode Available	3
When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation	Jun 6, 2025	RAGRetrieval	CodeCode Available	3
Distilling LLM Agent into Small Models with Retrieval and Code Tools	May 23, 2025	Action GenerationDomain Generalization	CodeCode Available	3
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models	May 5, 2025	Policy Gradient MethodsRAG	CodeCode Available	3

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified