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 4371–4380 of 14297 papers

Title	Date	Tasks	Status	Hype
SenTest: Evaluating Robustness of Sentence Encoders	Nov 29, 2023	Contrastive LearningForm	—Unverified	0
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)	Nov 29, 2023	HallucinationKnowledge Graphs	—Unverified	0
Contextual Knowledge Pursuit for Faithful Visual Synthesis	Nov 29, 2023	Language ModellingRetrieval	CodeCode Available	0
Pattern retrieval of traffic congestion using graph-based associations of traffic domain-specific features	Nov 28, 2023	Information RetrievalManagement	—Unverified	0
RETSim: Resilient and Efficient Text Similarity	Nov 28, 2023	Adversarial TextClustering	CodeCode Available	4
UniIR: Training and Benchmarking Universal Multimodal Information Retrievers	Nov 28, 2023	BenchmarkingInformation Retrieval	—Unverified	0
ClimateX: Do LLMs Accurately Assess Human Expert Confidence in Climate Statements?	Nov 28, 2023	Few-Shot LearningInformation Retrieval	CodeCode Available	0
A Two-Stage Adaptation of Large Language Models for Text Ranking	Nov 28, 2023	DecoderInformation Retrieval	CodeCode Available	1
Outfit Completion via Conditional Set Transformation	Nov 28, 2023	Retrieval	—Unverified	0
Bridging the Gap: A Unified Video Comprehension Framework for Moment Retrieval and Highlight Detection	Nov 28, 2023	Contrastive LearningHighlight Detection	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