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 4201–4210 of 14297 papers

Title	Date	Tasks	Status	Score
Ask, Retrieve, Summarize: A Modular Pipeline for Scientific Literature Summarization	May 22, 2025	Document SummarizationMulti-Document Summarization	CodeCode Available	5
Image-to-Image Retrieval by Learning Similarity between Scene Graphs	Dec 29, 2020	Graph SimilarityImage Retrieval	CodeCode Available	5
Image-to-image translation for cross-domain disentanglement	May 24, 2018	DisentanglementImage-to-Image Translation	CodeCode Available	5
ActBERT: Learning Global-Local Video-Text Representations	Nov 14, 2020	Action SegmentationQuestion Answering	CodeCode Available	5
Collaborative Learning for Extremely Low Bit Asymmetric Hashing	Sep 25, 2018	Image RetrievalRetrieval	CodeCode Available	5
Impact of the Query Set on the Evaluation of Expert Finding Systems	Jun 28, 2018	Information RetrievalRecommendation Systems	CodeCode Available	5
Improving Biomedical Entity Linking with Retrieval-enhanced Learning	Dec 15, 2023	Contrastive LearningEntity Linking	CodeCode Available	5
ImageRef-VL: Enabling Contextual Image Referencing in Vision-Language Models	Jan 20, 2025	RAGRetrieval	CodeCode Available	5
Cited Text Spans for Citation Text Generation	Sep 12, 2023	ArticlesRetrieval	CodeCode Available	5
ColBERT Retrieval and Ensemble Response Scoring for Language Model Question Answering	Aug 20, 2024	Language ModelingLanguage Modelling	CodeCode Available	5

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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