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 1211–1220 of 14297 papers

Title	Date	Tasks	Status	Hype
BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs	Oct 5, 2023	Cross-Modal RetrievalDomain Generalization	CodeCode Available	1
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference	Oct 4, 2023	MathQuestion Answering	CodeCode Available	1
Making Retrieval-Augmented Language Models Robust to Irrelevant Context	Oct 2, 2023	Language ModellingNatural Language Inference	CodeCode Available	1
BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models	Oct 2, 2023	HallucinationRetrieval	CodeCode Available	1
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning	Oct 2, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available	1
Compressing LLMs: The Truth is Rarely Pure and Never Simple	Oct 2, 2023	QuantizationRetrieval	CodeCode Available	1
FELM: Benchmarking Factuality Evaluation of Large Language Models	Oct 1, 2023	BenchmarkingMath	CodeCode Available	1
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval	Sep 29, 2023	Cross-Modal RetrievalImage-text matching	CodeCode Available	1
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models	Sep 29, 2023	FormNavigate	CodeCode Available	1
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval	Sep 28, 2023	AttributeImage Retrieval	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