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 2191–2200 of 14297 papers

Title	Date	Tasks	Status	Hype
Answer Mining from a Pool of Images: Towards Retrieval-Based Visual Question Answering	Jun 29, 2023	Answer GenerationQuestion Answering	CodeCode Available	1
Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models	May 17, 2023	Retrieval	CodeCode Available	1
Enhancing Recipe Retrieval with Foundation Models: A Data Augmentation Perspective	Dec 8, 2023	Cross-Modal RetrievalData Augmentation	CodeCode Available	1
CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes	Jun 21, 2024	ClassificationOut-of-Distribution Generalization	CodeCode Available	1
CorpusBrain: Pre-train a Generative Retrieval Model for Knowledge-Intensive Language Tasks	Aug 16, 2022	Retrieval	CodeCode Available	1
Data Curation Alone Can Stabilize In-context Learning	Dec 20, 2022	DiversityIn-Context Learning	CodeCode Available	1
Conversational Word Embedding for Retrieval-Based Dialog System	Apr 28, 2020	Common Sense ReasoningMachine Translation	CodeCode Available	1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation	Oct 10, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
A Comprehensive Empirical Study of Vision-Language Pre-trained Model for Supervised Cross-Modal Retrieval	Jan 8, 2022	Cross-Modal RetrievalInformation Retrieval	CodeCode Available	1
Conversational Question Answering over Passages by Leveraging Word Proximity Networks	Apr 27, 2020	Conversational Question AnsweringInformation Retrieval	CodeCode Available	1

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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