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 1931–1940 of 14297 papers

Title	Date	Tasks	Status	Hype
FS-COCO: Towards Understanding of Freehand Sketches of Common Objects in Context	Mar 4, 2022	DecoderImage Captioning	CodeCode Available	1
Improving Point Cloud Based Place Recognition with Ranking-based Loss and Large Batch Training	Mar 2, 2022	3D Place RecognitionImage Retrieval	CodeCode Available	1
PMC-Patients: A Large-scale Dataset of Patient Summaries and Relations for Benchmarking Retrieval-based Clinical Decision Support Systems	Feb 28, 2022	ArticlesBenchmarking	CodeCode Available	1
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering	Feb 27, 2022	Knowledge Base Question AnsweringQuestion Answering	CodeCode Available	1
Improving Candidate Retrieval with Entity Profile Generation for Wikidata Entity Linking	Feb 27, 2022	Entity LinkingProfile Generation	CodeCode Available	1
RIConv++: Effective Rotation Invariant Convolutions for 3D Point Clouds Deep Learning	Feb 26, 2022	3D Point Cloud ClassificationPoint Cloud Segmentation	CodeCode Available	1
Asyncval: A Toolkit for Asynchronously Validating Dense Retriever Checkpoints during Training	Feb 25, 2022	GPUNatural Questions	CodeCode Available	1
TARexp: A Python Framework for Technology-Assisted Review Experiments	Feb 23, 2022	Information RetrievalRetrieval	CodeCode Available	1
MultiRes-NetVLAD: Augmenting Place Recognition Training with Low-Resolution Imagery	Feb 18, 2022	BenchmarkingRepresentation Learning	CodeCode Available	1
Saving Dense Retriever from Shortcut Dependency in Conversational Search	Feb 15, 2022	Conversational SearchRetrieval	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