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 2961–2970 of 14297 papers

Title	Date	Tasks	Status	Score
An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval	May 25, 2019	BIG-bench Machine LearningRetrieval	CodeCode Available	5
Learning to Rank Context for Named Entity Recognition Using a Synthetic Dataset	Oct 16, 2023	Language ModelingLanguage Modelling	CodeCode Available	5
Learning to Rank Words: Optimizing Ranking Metrics for Word Spotting	Jun 9, 2021	Learning-To-RankRetrieval	CodeCode Available	5
Learning vs Retrieval: The Role of In-Context Examples in Regression with LLMs	Sep 6, 2024	In-Context LearningMeta-Learning	CodeCode Available	5
Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation Systems	Jul 11, 2024	Information RetrievalModel Selection	CodeCode Available	5
A Distance for HMMs based on Aggregated Wasserstein Metric and State Registration	Aug 5, 2016	RetrievalTime Series Analysis	CodeCode Available	5
Learning to Match Using Local and Distributed Representations of Text for Web Search	Oct 26, 2016	Document RankingInformation Retrieval	CodeCode Available	5
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document Matching	Apr 26, 2020	ClusteringForm	CodeCode Available	5
An Ensemble Approach to Acronym Extraction using Transformers	Jan 9, 2022	Information RetrievalLanguage Modeling	CodeCode Available	5
Learning to Match Mathematical Statements with Proofs	Feb 3, 2021	ArticlesAutomated Theorem Proving	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