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 4131–4140 of 14297 papers

Title	Date	Tasks	Status	Hype
Do Vision and Language Encoders Represent the World Similarly?	Jan 10, 2024	Graph Matchingimage-classification	CodeCode Available	1
Modality-Aware Representation Learning for Zero-shot Sketch-based Image Retrieval	Jan 10, 2024	Image RetrievalRepresentation Learning	CodeCode Available	0
Attendre: Wait To Attend By Retrieval With Evicted Queries in Memory-Based Transformers for Long Context Processing	Jan 10, 2024	DecoderReading Comprehension	—Unverified	0
Knowledge Sharing in Manufacturing using Large Language Models: User Evaluation and Model Benchmarking	Jan 10, 2024	BenchmarkingInformation Retrieval	—Unverified	0
Learning Audio Concepts from Counterfactual Natural Language	Jan 10, 2024	Audio captioningAudio Classification	CodeCode Available	0
Adapting Standard Retrieval Benchmarks to Evaluate Generated Answers	Jan 9, 2024	Information RetrievalRetrieval	—Unverified	0
Answer Retrieval in Legal Community Question Answering	Jan 9, 2024	Community Question AnsweringQuestion Answering	CodeCode Available	0
Rewriting the Code: A Simple Method for Large Language Model Augmented Code Search	Jan 9, 2024	Code GenerationCode Search	CodeCode Available	1
Probabilistic emotion and sentiment modelling of patient-reported experiences	Jan 9, 2024	Information RetrievalRecommendation Systems	CodeCode Available	0
Translate-Distill: Learning Cross-Language Dense Retrieval by Translation and Distillation	Jan 9, 2024	Information RetrievalKnowledge Distillation	—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