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 1061–1070 of 14297 papers

Title	Date	Tasks	Status	Hype
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration	Feb 1, 2024	Retrieval	CodeCode Available	1
History-Aware Conversational Dense Retrieval	Jan 30, 2024	Conversational SearchInformation Retrieval	CodeCode Available	1
NFT1000: A Cross-Modal Dataset for Non-Fungible Token Retrieval	Jan 29, 2024	Retrieval	CodeCode Available	1
From RAG to QA-RAG: Integrating Generative AI for Pharmaceutical Regulatory Compliance Process	Jan 26, 2024	ChatbotRAG	CodeCode Available	1
K-QA: A Real-World Medical Q&A Benchmark	Jan 25, 2024	HallucinationIn-Context Learning	CodeCode Available	1
SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval	Jan 24, 2024	BenchmarkingImage Captioning	CodeCode Available	1
Consistency Guided Knowledge Retrieval and Denoising in LLMs for Zero-shot Document-level Relation Triplet Extraction	Jan 24, 2024	DenoisingRelation	CodeCode Available	1
DREditor: An Time-efficient Approach for Building a Domain-specific Dense Retrieval Model	Jan 23, 2024	Retrieval	CodeCode Available	1
PHMD: An easy data access tool for prognosis and health management datasets	Jan 22, 2024	Anomaly DetectionFault Detection	CodeCode Available	1
Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage Retrieval	Jan 20, 2024	DecoderPassage 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