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 3871–3880 of 14297 papers

Title	Date	Tasks	Status	Hype
Whispers in Grammars: Injecting Covert Backdoors to Compromise Dense Retrieval Systems	Feb 21, 2024	Backdoor AttackMisinformation	CodeCode Available	0
Analysing The Impact of Sequence Composition on Language Model Pre-Training	Feb 21, 2024	In-Context LearningLanguage Modeling	CodeCode Available	1
Fine-Grained Modeling of Narrative Context: A Coherence Perspective via Retrospective Questions	Feb 21, 2024	Retrieval	—Unverified	0
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models	Feb 21, 2024	MemorizationQuestion Answering	CodeCode Available	0
MORE: Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning	Feb 21, 2024	RetrievalText Generation	—Unverified	0
Retrieval-Augmented Data Augmentation for Low-Resource Domain Tasks	Feb 21, 2024	Data AugmentationRetrieval	—Unverified	0
ActiveRAG: Autonomously Knowledge Assimilation and Accommodation through Retrieval-Augmented Agents	Feb 21, 2024	Active LearningPosition	CodeCode Available	2
Sparse and Structured Hopfield Networks	Feb 21, 2024	Multiple Instance LearningRetrieval	CodeCode Available	0
ARL2: Aligning Retrievers for Black-box Large Language Models via Self-guided Adaptive Relevance Labeling	Feb 21, 2024	MMLURetrieval	CodeCode Available	0
Self-DC: When to Reason and When to Act? Self Divide-and-Conquer for Compositional Unknown Questions	Feb 21, 2024	Binary ClassificationOpen-Domain Question Answering	—Unverified	0

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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