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 1391–1400 of 14297 papers

Title	Date	Tasks	Status	Hype
Generative Retrieval via Term Set Generation	May 23, 2023	Information RetrievalNatural Questions	CodeCode Available	1
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts	May 22, 2023	Retrieval	CodeCode Available	1
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study	May 22, 2023	Retrieval	CodeCode Available	1
Text-Video Retrieval with Disentangled Conceptualization and Set-to-Set Alignment	May 20, 2023	RetrievalVideo Retrieval	CodeCode Available	1
How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings	May 19, 2023	In-Context LearningRetrieval	CodeCode Available	1
Empower Large Language Model to Perform Better on Industrial Domain-Specific Question Answering	May 19, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Complex Claim Verification with Evidence Retrieved in the Wild	May 19, 2023	Claim VerificationFact Checking	CodeCode Available	1
Decouple knowledge from parameters for plug-and-play language modeling	May 19, 2023	Domain AdaptationLanguage Modeling	CodeCode Available	1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense Captioner	May 19, 2023	Dense CaptioningImage Captioning	CodeCode Available	1
ReFIT: Relevance Feedback from a Reranker during Inference	May 19, 2023	Information RetrievalRetrieval	CodeCode Available	1

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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