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

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Showing 4701–4710 of 14297 papers

Title	Date	Tasks	Status	Score
Embedded Named Entity Recognition using Probing Classifiers	Mar 18, 2024	DecoderFact Checking	CodeCode Available	5
Estimated Audio-Caption Correspondences Improve Language-Based Audio Retrieval	Aug 21, 2024	AudioCapsContrastive Learning	CodeCode Available	5
Hadamard Wirtinger Flow for Sparse Phase Retrieval	Jun 1, 2020	Retrieval	CodeCode Available	5
HaluEval-Wild: Evaluating Hallucinations of Language Models in the Wild	Mar 7, 2024	HallucinationQuestion Answering	CodeCode Available	5
A Framework to Enhance Generalization of Deep Metric Learning methods using General Discriminative Feature Learning and Class Adversarial Neural Networks	Jun 11, 2021	Image RetrievalMetric Learning	CodeCode Available	5
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language Models	Dec 7, 2023	Multi-Task LearningPassage Retrieval	CodeCode Available	5
Case-Based Reasoning with Language Models for Classification of Logical Fallacies	Jan 27, 2023	Language ModelingLanguage Modelling	CodeCode Available	5
HADA: A Graph-based Amalgamation Framework in Image-text Retrieval	Jan 11, 2023	Graph Neural NetworkImage Retrieval	CodeCode Available	5
EUFCC-CIR: a Composed Image Retrieval Dataset for GLAM Collections	Oct 2, 2024	AttributeImage Retrieval	CodeCode Available	5
GrowOVER: How Can LLMs Adapt to Growing Real-World Knowledge?	Jun 9, 2024	Language ModelingLanguage Modelling	CodeCode Available	5

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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