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

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Showing 3971–3980 of 14297 papers

Title	Date	Tasks	Status
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG	Dec 23, 2024	Conversational Question AnsweringKnowledge Graphs	—Unverified
SyNeg: LLM-Driven Synthetic Hard-Negatives for Dense Retrieval	Dec 23, 2024	AttributeRetrieval	—Unverified
Leveraging Memory Retrieval to Enhance LLM-based Generative Recommendation	Dec 23, 2024	Retrieval	—Unverified
Contrato360 2.0: A Document and Database-Driven Question-Answer System using Large Language Models and Agents	Dec 23, 2024	Language ModelingLanguage Modelling	—Unverified
A Survey of Query Optimization in Large Language Models	Dec 23, 2024	RAGRetrieval	—Unverified
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation	Dec 23, 2024	DiversityFew-Shot Learning	—Unverified
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs	Dec 22, 2024	Retrieval	—Unverified
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge	Dec 22, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available
Iterative NLP Query Refinement for Enhancing Domain-Specific Information Retrieval: A Case Study in Career Services	Dec 22, 2024	Information RetrievalRetrieval	CodeCode Available
A Reality Check on Context Utilisation for Retrieval-Augmented Generation	Dec 22, 2024	Claim VerificationLanguage Modeling	CodeCode Available

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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