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 2111–2120 of 14297 papers

Title	Date	Tasks	Status	Hype
Video Pose Distillation for Few-Shot, Fine-Grained Sports Action Recognition	Sep 3, 2021	Action RecognitionAction Understanding	CodeCode Available	1
You Only Hear Once: A YOLO-like Algorithm for Audio Segmentation and Sound Event Detection	Sep 1, 2021	ArticlesClassification	CodeCode Available	1
Robust Retrieval Augmented Generation for Zero-shot Slot Filling	Aug 31, 2021	Domain AdaptationFew-Shot Learning	CodeCode Available	1
mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset	Aug 31, 2021	Information RetrievalMachine Translation	CodeCode Available	1
Improving Query Representations for Dense Retrieval with Pseudo Relevance Feedback	Aug 30, 2021	Retrieval	CodeCode Available	1
Dealing with Typos for BERT-based Passage Retrieval and Ranking	Aug 27, 2021	Information RetrievalLanguage Modeling	CodeCode Available	1
Retrieval Augmented Code Generation and Summarization	Aug 26, 2021	Code GenerationCode Summarization	CodeCode Available	1
A Statutory Article Retrieval Dataset in French	Aug 26, 2021	ArticlesInformation Retrieval	CodeCode Available	1
On Approximate Nearest Neighbour Selection for Multi-Stage Dense Retrieval	Aug 25, 2021	Passage RankingRetrieval	CodeCode Available	1
Recall@k Surrogate Loss with Large Batches and Similarity Mixup	Aug 25, 2021	GPUImage 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