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 3561–3570 of 14297 papers

Title	Date	Tasks	Status	Hype
Do Large Language Models Rank Fairly? An Empirical Study on the Fairness of LLMs as Rankers	Apr 4, 2024	FairnessInformation Retrieval	—Unverified	0
Embedding-Informed Adaptive Retrieval-Augmented Generation of Large Language Models	Apr 4, 2024	Continual LearningRetrieval	—Unverified	0
A Coupled Neural Field Model for the Standard Consolidation Theory	Apr 3, 2024	HippocampusRetrieval	—Unverified	0
uTeBC-NLP at SemEval-2024 Task 9: Can LLMs be Lateral Thinkers?	Apr 3, 2024	In-Context LearningPrompt Engineering	CodeCode Available	0
Efficient Multi-Vector Dense Retrieval Using Bit Vectors	Apr 3, 2024	QuantizationRetrieval	CodeCode Available	2
Dynamic Demonstration Retrieval and Cognitive Understanding for Emotional Support Conversation	Apr 3, 2024	DecoderEmpathetic Response Generation	CodeCode Available	0
Enhancing Cross-lingual Sentence Embedding for Low-resource Languages with Word Alignment	Apr 3, 2024	RetrievalSentence	—Unverified	0
Retrieving Examples from Memory for Retrieval Augmented Neural Machine Translation: A Systematic Comparison	Apr 3, 2024	DiversityIn-Context Learning	—Unverified	0
KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking	Apr 3, 2024	Fact CheckingForm	CodeCode Available	2
MatAtlas: Text-driven Consistent Geometry Texturing and Material Assignment	Apr 3, 2024	Image GenerationRetrieval	—Unverified	0

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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