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 4031–4040 of 14297 papers

Title	Date	Tasks	Status	Hype
Textual Entailment for Effective Triple Validation in Object Prediction	Jan 29, 2024	Knowledge Base PopulationKnowledge Graphs	CodeCode Available	0
LLM4Vuln: A Unified Evaluation Framework for Decoupling and Enhancing LLMs' Vulnerability Reasoning	Jan 29, 2024	Information RetrievalRetrieval	—Unverified	0
Cross-Modal Coordination Across a Diverse Set of Input Modalities	Jan 29, 2024	Cross-Modal RetrievalImage Retrieval	—Unverified	0
PILOT: Legal Case Outcome Prediction with Case Law	Jan 28, 2024	Decision MakingPrediction	—Unverified	0
Fine-Tuned Large Language Models for Symptom Recognition from Spanish Clinical Text	Jan 28, 2024	Retrieval	—Unverified	0
Enhancing Large Language Model Performance To Answer Questions and Extract Information More Accurately	Jan 27, 2024	Language ModelingLanguage Modelling	—Unverified	0
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models	Jan 27, 2024	Medical Question AnsweringMultiple-choice	CodeCode Available	2
Transformer-based Clipped Contrastive Quantization Learning for Unsupervised Image Retrieval	Jan 27, 2024	Contrastive LearningImage Retrieval	—Unverified	0
DataFrame QA: A Universal LLM Framework on DataFrame Question Answering Without Data Exposure	Jan 27, 2024	Information RetrievalQuestion Answering	—Unverified	0
Music Auto-Tagging with Robust Music Representation Learned via Domain Adversarial Training	Jan 27, 2024	Information RetrievalMusic Auto-Tagging	—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