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 4011–4020 of 14297 papers

Title	Date	Tasks	Status	Score
Document-Level Abstractive Summarization	Dec 6, 2022	Abstractive Text SummarizationRetrieval	CodeCode Available	5
Inflating Topic Relevance with Ideology: A Case Study of Political Ideology Bias in Social Topic Detection Models	Nov 29, 2020	Retrieval	CodeCode Available	5
Reproducing NevIR: Negation in Neural Information Retrieval	Feb 19, 2025	Information RetrievalLanguage Modeling	CodeCode Available	5
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers	Jan 8, 2023	Language ModellingRe-Ranking	CodeCode Available	5
IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery	Nov 8, 2024	ChatbotLarge Language Model	CodeCode Available	5
Two-stage Risk Control with Application to Ranked Retrieval	Apr 27, 2024	Recommendation SystemsRetrieval	CodeCode Available	5
RerrFact: Reduced Evidence Retrieval Representations for Scientific Claim Verification	Feb 5, 2022	BenchmarkingBinary Classification	CodeCode Available	5
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use	May 4, 2025	Knowledge GraphsLegal Reasoning	CodeCode Available	5
Conflicts, Villains, Resolutions: Towards models of Narrative Media Framing	Jun 3, 2023	ArticlesRetrieval	CodeCode Available	5
CTQScorer: Combining Multiple Features for In-context Example Selection for Machine Translation	May 23, 2023	In-Context LearningMachine Translation	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