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 1041–1050 of 14297 papers

Title	Date	Tasks	Status	Hype
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval	Feb 23, 2024	Cross-Lingual TransferInformation Retrieval	CodeCode Available	1
OpenTab: Advancing Large Language Models as Open-domain Table Reasoners	Feb 22, 2024	Retrieval	CodeCode Available	1
INSTRUCTIR: A Benchmark for Instruction Following of Information Retrieval Models	Feb 22, 2024	Information RetrievalInstruction Following	CodeCode Available	1
CLoVe: Encoding Compositional Language in Contrastive Vision-Language Models	Feb 22, 2024	Object RecognitionRetrieval	CodeCode Available	1
LLM Based Multi-Agent Generation of Semi-structured Documents from Semantic Templates in the Public Administration Domain	Feb 21, 2024	ManagementPrompt Engineering	CodeCode Available	1
Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning	Feb 21, 2024	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
Analysing The Impact of Sequence Composition on Language Model Pre-Training	Feb 21, 2024	In-Context LearningLanguage Modeling	CodeCode Available	1
Understanding and Mitigating the Threat of Vec2Text to Dense Retrieval Systems	Feb 20, 2024	QuantizationRetrieval	CodeCode Available	1
Heterogeneous Graph Reasoning for Fact Checking over Texts and Tables	Feb 20, 2024	Fact CheckingGraph Neural Network	CodeCode Available	1
Interpreting Conversational Dense Retrieval by Rewriting-Enhanced Inversion of Session Embedding	Feb 20, 2024	Conversational SearchRetrieval	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