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 3951–3960 of 14297 papers

Title	Date	Tasks	Status
Unsupervised dense retrieval with conterfactual contrastive learning	Dec 30, 2024	Contrastive Learningcounterfactual	—Unverified
GliLem: Leveraging GliNER for Contextualized Lemmatization in Estonian	Dec 29, 2024	Information RetrievalLEMMA	—Unverified
FashionFAE: Fine-grained Attributes Enhanced Fashion Vision-Language Pre-training	Dec 28, 2024	AttributeImage Reconstruction	—Unverified
STAYKATE: Hybrid In-Context Example Selection Combining Representativeness Sampling and Retrieval-based Approach -- A Case Study on Science Domains	Dec 28, 2024	Active LearningRetrieval	—Unverified
Semantic Residual for Multimodal Unified Discrete Representation	Dec 26, 2024	DisentanglementQuantization	—Unverified
ViPCap: Retrieval Text-Based Visual Prompts for Lightweight Image Captioning	Dec 26, 2024	Image CaptioningRetrieval	CodeCode Available
Reversed in Time: A Novel Temporal-Emphasized Benchmark for Cross-Modal Video-Text Retrieval	Dec 26, 2024	Image-text RetrievalInformation Retrieval	CodeCode Available
Optimizing Multi-Stage Language Models for Effective Text Retrieval	Dec 26, 2024	RetrievalText Retrieval	—Unverified
Research Experiment on Multi-Model Comparison for Chinese Text Classification Tasks	Dec 25, 2024	ClassificationInformation Retrieval	—Unverified
FOR: Finetuning for Object Level Open Vocabulary Image Retrieval	Dec 25, 2024	DecoderImage Retrieval	—Unverified

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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