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 2671–2680 of 14297 papers

Title	Date	Tasks	Status	Hype
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks	Aug 6, 2019	Image RetrievalQuestion Answering	CodeCode Available	1
Overview of the MEDIQA 2019 Shared Task on Textual Inference, Question Entailment and Question Answering	Aug 1, 2019	Information RetrievalNatural Language Inference	CodeCode Available	1
Use What You Have: Video Retrieval Using Representations From Collaborative Experts	Jul 31, 2019	Natural Language QueriesRetrieval	CodeCode Available	1
Finding Moments in Video Collections Using Natural Language	Jul 30, 2019	Moment RetrievalRe-Ranking	CodeCode Available	1
High Dimensional Similarity Search with Satellite System Graph: Efficiency, Scalability, and Unindexed Query Compatibility	Jul 13, 2019	Information RetrievalRetrieval	CodeCode Available	1
On Slicing Sorted Integer Sequences	Jul 1, 2019	Retrieval	CodeCode Available	1
XQA: A Cross-lingual Open-domain Question Answering Dataset	Jul 1, 2019	Machine TranslationOpen-Domain Question Answering	CodeCode Available	1
Polysemous Visual-Semantic Embedding for Cross-Modal Retrieval	Jun 11, 2019	Cross-Modal RetrievalMultiple Instance Learning	CodeCode Available	1
2nd Place and 2nd Place Solution to Kaggle Landmark Recognition andRetrieval Competition 2019	Jun 10, 2019	Landmark RecognitionReranking	CodeCode Available	1
Large-scale Landmark Retrieval/Recognition under a Noisy and Diverse Dataset	Jun 10, 2019	DiversityLandmark Recognition	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