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 2751–2760 of 14297 papers

Title	Date	Tasks	Status	Hype
Investigating LLMs as Voting Assistants via Contextual Augmentation: A Case Study on the European Parliament Elections 2024	Jul 11, 2024	Natural Language UnderstandingRAG	—Unverified	0
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting	Jul 11, 2024	ARCRAG	—Unverified	0
RB-SQL: A Retrieval-based LLM Framework for Text-to-SQL	Jul 11, 2024	In-Context LearningPrompt Engineering	—Unverified	0
Multi-Group Proportional Representation in Retrieval	Jul 11, 2024	Image RetrievalRetrieval	CodeCode Available	0
CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities	Jul 11, 2024	Data AugmentationFederated Learning	CodeCode Available	1
Lynx: An Open Source Hallucination Evaluation Model	Jul 11, 2024	HallucinationHallucination Evaluation	—Unverified	0
LitSearch: A Retrieval Benchmark for Scientific Literature Search	Jul 10, 2024	ArticlesReranking	CodeCode Available	2
ASGIR: Audio Spectrogram Transformer Guided Classification And Information Retrieval For Birds	Jul 10, 2024	Information RetrievalRetrieval	CodeCode Available	0
Attribute or Abstain: Large Language Models as Long Document Assistants	Jul 10, 2024	AttributeRAG	CodeCode Available	0
A Critical Review of Causal Reasoning Benchmarks for Large Language Models	Jul 10, 2024	Causal Inferencecounterfactual	—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