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 191–200 of 14297 papers

Title	Date	Tasks	Status	Hype
Large Language Model based Long-tail Query Rewriting in Taobao Search	Nov 7, 2023	Contrastive LearningLanguage Modeling	CodeCode Available	3
WebGLM: Towards An Efficient Web-Enhanced Question Answering System with Human Preferences	Jun 13, 2023	Language ModelingLanguage Modelling	CodeCode Available	3
Landmark Attention: Random-Access Infinite Context Length for Transformers	May 25, 2023	Retrieval	CodeCode Available	3
WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia	May 23, 2023	ChatbotHallucination	CodeCode Available	3
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities	May 18, 2023	1 Image, 2*2 StitchiAction Classification	CodeCode Available	3
AToMiC: An Image/Text Retrieval Test Collection to Support Multimedia Content Creation	Apr 4, 2023	Cross-Modal RetrievalImage-text Retrieval	CodeCode Available	3
Universal Instance Perception as Object Discovery and Retrieval	Mar 12, 2023	Described Object DetectionGeneralized Referring Expression Comprehension	CodeCode Available	3
REPLUG: Retrieval-Augmented Black-Box Language Models	Jan 30, 2023	Language ModelingLanguage Modelling	CodeCode Available	3
Vision-Language Pre-training: Basics, Recent Advances, and Future Trends	Oct 17, 2022	Few-Shot LearningImage Captioning	CodeCode Available	3
A GPU-specialized Inference Parameter Server for Large-Scale Deep Recommendation Models	Oct 17, 2022	CPUGPU	CodeCode Available	3

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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