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 2041–2050 of 14297 papers

Title	Date	Tasks	Status	Hype
CoRT: Complementary Rankings from Transformers	Oct 20, 2020	Information RetrievalPassage Retrieval	CodeCode Available	1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization	Feb 27, 2025	Information RetrievalKnowledge Graphs	CodeCode Available	1
Representation Learning for Resource-Constrained Keyphrase Generation	Mar 15, 2022	DenoisingDomain Adaptation	CodeCode Available	1
Representation Learning via Global Temporal Alignment and Cycle-Consistency	May 11, 2021	Action ClassificationDynamic Time Warping	CodeCode Available	1
repro_eval: A Python Interface to Reproducibility Measures of System-oriented IR Experiments	Jan 19, 2022	Information RetrievalRetrieval	CodeCode Available	1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence	May 27, 2021	ArticlesDocument Ranking	CodeCode Available	1
A Comprehensive Evaluation of Large Language Models on Legal Judgment Prediction	Oct 18, 2023	Information RetrievalLegal Reasoning	CodeCode Available	1
Corpus-Steered Query Expansion with Large Language Models	Feb 28, 2024	Information RetrievalRetrieval	CodeCode Available	1
COSA: Concatenated Sample Pretrained Vision-Language Foundation Model	Jun 15, 2023	Formmodel	CodeCode Available	1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and Augmentation	Sep 3, 2024	Dataset GenerationQuestion Answering	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