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 4631–4640 of 14297 papers

Title	Date	Tasks	Status	Score
Harnessing Evolution of Multi-Turn Conversations for Effective Answer Retrieval	Dec 22, 2019	Retrievalspeech-recognition	CodeCode Available	5
Empirical evaluation of Uncertainty Quantification in Retrieval-Augmented Language Models for Science	Nov 15, 2023	RetrievalUncertainty Quantification	CodeCode Available	5
Harnessing High-Level Song Descriptors towards Natural Language-Based Music Recommendation	Nov 8, 2024	Information RetrievalMusic Recommendation	CodeCode Available	5
Empirical Evaluation of Four Tensor Decomposition Algorithms	Nov 13, 2007	Collaborative FilteringInformation Retrieval	CodeCode Available	5
Harnessing Abstractive Summarization for Fact-Checked Claim Detection	Sep 10, 2022	Abstractive Text SummarizationFact Checking	CodeCode Available	5
AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMs	Nov 5, 2023	Question AnsweringRAG	CodeCode Available	5
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource Languages	Dec 16, 2021	Cross-Lingual Information RetrievalCross-Lingual Word Embeddings	CodeCode Available	5
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications	Nov 14, 2024	Information RetrievalRAG	CodeCode Available	5
Approximation of Response Knowledge Retrieval in Knowledge-grounded Dialogue Generation	Nov 1, 2020	DecoderDialogue Generation	CodeCode Available	5
Hard Example Generation by Texture Synthesis for Cross-domain Shape Similarity Learning	Oct 23, 2020	3D Shape RetrievalMetric Learning	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