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 4151–4160 of 14297 papers

Title	Date	Tasks	Status	Score
Improving Automatic Source Code Summarization via Deep Reinforcement Learning	Nov 17, 2018	Code SummarizationDecoder	CodeCode Available	5
Improving Biomedical Entity Linking with Retrieval-enhanced Learning	Dec 15, 2023	Contrastive LearningEntity Linking	CodeCode Available	5
Communication breakdown: On the low mutual intelligibility between human and neural captioning	Oct 20, 2022	Retrieval	CodeCode Available	5
Match-Prompt: Improving Multi-task Generalization Ability for Neural Text Matching via Prompt Learning	Apr 6, 2022	Information RetrievalParaphrase Identification	CodeCode Available	5
Improving the Consistency in Cross-Lingual Cross-Modal Retrieval with 1-to-K Contrastive Learning	Jun 26, 2024	Contrastive LearningCross-Modal Retrieval	CodeCode Available	5
Information-Theoretic Generative Clustering of Documents	Dec 18, 2024	ClusteringRetrieval	CodeCode Available	5
Committed Private Information Retrieval	Feb 3, 2023	Information RetrievalRetrieval	CodeCode Available	5
Implicit Feedback for Dense Passage Retrieval: A Counterfactual Approach	Apr 1, 2022	counterfactualPassage Retrieval	CodeCode Available	5
ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge	Jun 17, 2025	BenchmarkingRetrieval	CodeCode Available	5
Impact of the Query Set on the Evaluation of Expert Finding Systems	Jun 28, 2018	Information RetrievalRecommendation Systems	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