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 431–440 of 14297 papers

Title	Date	Tasks	Status	Hype
Detect-Order-Construct: A Tree Construction based Approach for Hierarchical Document Structure Analysis	Jan 22, 2024	Document Layout AnalysisDocument Summarization	CodeCode Available	2
Oceanship: A Large-Scale Dataset for Underwater Audio Target Recognition	Jan 4, 2024	AttributeAudio Classification	CodeCode Available	2
TR-DETR: Task-Reciprocal Transformer for Joint Moment Retrieval and Highlight Detection	Jan 4, 2024	Highlight DetectionMoment Retrieval	CodeCode Available	2
D3still: Decoupled Differential Distillation for Asymmetric Image Retrieval	Jan 1, 2024	Image RetrievalRetrieval	CodeCode Available	2
Language-only Training of Zero-shot Composed Image Retrieval	Jan 1, 2024	Image RetrievalRetrieval	CodeCode Available	2
RAGTruth: A Hallucination Corpus for Developing Trustworthy Retrieval-Augmented Language Models	Dec 31, 2023	HallucinationRAG	CodeCode Available	2
T-Eval: Evaluating the Tool Utilization Capability of Large Language Models Step by Step	Dec 21, 2023	Instruction FollowingRetrieval	CodeCode Available	2
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing	Dec 20, 2023	AttributeCross-Modal Retrieval	CodeCode Available	2
Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy	Dec 20, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
BIRB: A Generalization Benchmark for Information Retrieval in Bioacoustics	Dec 12, 2023	Information RetrievalRepresentation Learning	CodeCode Available	2

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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