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 3001–3010 of 14297 papers

Title	Date	Tasks	Status	Hype
ARNet: Self-Supervised FG-SBIR with Unified Sample Feature Alignment and Multi-Scale Token Recycling	Jun 17, 2024	Image RetrievalRetrieval	CodeCode Available	0
Language Modeling with Editable External Knowledge	Jun 17, 2024	ArticlesLanguage Modeling	CodeCode Available	1
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning	Jun 17, 2024	Few-Shot LearningRetrieval	CodeCode Available	1
Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models	Jun 17, 2024	Information RetrievalRAG	—Unverified	0
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models	Jun 17, 2024	RAGRetrieval	CodeCode Available	1
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation	Jun 17, 2024	Question AnsweringRAG	CodeCode Available	1
Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers	Jun 16, 2024	Conversational Question AnsweringPassage Retrieval	—Unverified	0
Revisiting Cosine Similarity via Normalized ICA-transformed Embeddings	Jun 16, 2024	RetrievalSemantic Similarity	CodeCode Available	0
RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning based on Emotional Information	Jun 16, 2024	Few-Shot LearningIn-Context Learning	CodeCode Available	0
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags	Jun 16, 2024	Image to textInstruction Following	—Unverified	0

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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