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 951–960 of 14297 papers

Title	Date	Tasks	Status	Hype
Few-Shot Bot: Prompt-Based Learning for Dialogue Systems	Oct 15, 2021	ChatbotDialogue State Tracking	CodeCode Available	1
Few-Shot Conversational Dense Retrieval	May 10, 2021	Conversational SearchRetrieval	CodeCode Available	1
Adaptive Nearest Neighbor Machine Translation	May 27, 2021	Machine TranslationNMT	CodeCode Available	1
Unsupervised Sketch-to-Photo Synthesis	Sep 18, 2019	ColorizationData Augmentation	CodeCode Available	1
A Prior Instruction Representation Framework for Remote Sensing Image-text Retrieval	Oct 27, 2023	Cross-Modal RetrievalImage-text Retrieval	CodeCode Available	1
Filling the Gap of Utterance-aware and Speaker-aware Representation for Multi-turn Dialogue	Sep 14, 2020	Retrieval	CodeCode Available	1
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases	Sep 30, 2022	Entity LinkingQuestion Answering	CodeCode Available	1
Drone Referring Localization: An Efficient Heterogeneous Spatial Feature Interaction Method For UAV Self-Localization	Aug 13, 2022	Image RetrievalRetrieval	CodeCode Available	1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations	Oct 24, 2024	Instruction FollowingQuestion Answering	CodeCode Available	1
Deep Reinforcement Learning with Task-Adaptive Retrieval via Hypernetwork	Jun 19, 2023	Decision MakingDeep Reinforcement Learning	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