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

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Showing 371–380 of 14297 papers

Title	Date	Tasks	Status	Hype
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation	May 22, 2024	InformativenessLanguage Modeling	CodeCode Available	2
xRAG: Extreme Context Compression for Retrieval-augmented Generation with One Token	May 22, 2024	Language ModelingLanguage Modelling	CodeCode Available	2
ProtT3: Protein-to-Text Generation for Text-based Protein Understanding	May 21, 2024	Property PredictionQuestion Answering	CodeCode Available	2
Evaluation of Retrieval-Augmented Generation: A Survey	May 13, 2024	Information RetrievalRAG	CodeCode Available	2
BoQ: A Place is Worth a Bag of Learnable Queries	May 12, 2024	Image Similarity SearchRetrieval	CodeCode Available	2
iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval	May 5, 2024	BenchmarkingComposed Image Retrieval (CoIR)	CodeCode Available	2
PropertyGPT: LLM-driven Formal Verification of Smart Contracts through Retrieval-Augmented Property Generation	May 4, 2024	In-Context LearningRetrieval	CodeCode Available	2
PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document Retrieval	Apr 29, 2024	Document RankingRe-Ranking	CodeCode Available	2
Efficient Inverted Indexes for Approximate Retrieval over Learned Sparse Representations	Apr 29, 2024	RetrievalText Retrieval	CodeCode Available	2
Efficient Remote Sensing with Harmonized Transfer Learning and Modality Alignment	Apr 28, 2024	Cross-Modal RetrievalImage Retrieval	CodeCode Available	2

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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