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 1181–1190 of 14297 papers

Title	Date	Tasks	Status	Hype
pytopicgram: A library for data extraction and topic modeling from Telegram channels	Feb 7, 2025	Retrieval	CodeCode Available	1
Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research	Feb 7, 2025	Decision MakingLanguage Modeling	CodeCode Available	0
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture	Feb 7, 2025	DecoderIn-Context Learning	—Unverified	0
In-context denoising with one-layer transformers: connections between attention and associative memory retrieval	Feb 7, 2025	DenoisingIn-Context Learning	—Unverified	0
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy	Feb 7, 2025	Information RetrievalMisinformation	—Unverified	0
Cross-Encoder Rediscovers a Semantic Variant of BM25	Feb 7, 2025	Information RetrievalModel Editing	—Unverified	0
On the Difficulty of Constructing a Robust and Publicly-Detectable Watermark	Feb 7, 2025	Retrieval	—Unverified	0
Counterfactual Query Rewriting to Use Historical Relevance Feedback	Feb 6, 2025	counterfactualRetrieval	CodeCode Available	0
MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation	Feb 6, 2025	Answer Generationmultimodal generation	CodeCode Available	1
Cross the Gap: Exposing the Intra-modal Misalignment in CLIP via Modality Inversion	Feb 6, 2025	image-classificationImage Classification	CodeCode Available	2

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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