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 441–450 of 14297 papers

Title	Date	Tasks	Status	Hype
Exploring Radar Data Representations in Autonomous Driving: A Comprehensive Review	Dec 8, 2023	Autonomous DrivingRetrieval	CodeCode Available	2
RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze!	Dec 5, 2023	Information RetrievalReranking	CodeCode Available	2
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems	Nov 16, 2023	RAGRetrieval	CodeCode Available	2
Never Lost in the Middle: Mastering Long-Context Question Answering with Position-Agnostic Decompositional Training	Nov 15, 2023	Passage RetrievalPosition	CodeCode Available	2
REST: Retrieval-Based Speculative Decoding	Nov 14, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
Learning to Filter Context for Retrieval-Augmented Generation	Nov 14, 2023	Extractive Question-AnsweringFact Verification	CodeCode Available	2
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions	Nov 9, 2023	HallucinationInformation Retrieval	CodeCode Available	2
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents	Nov 9, 2023	Instruction FollowingLLM real-life tasks	CodeCode Available	2
A Foundation Model for Music Informatics	Nov 6, 2023	Information Retrievalmodel	CodeCode Available	2
DISC-FinLLM: A Chinese Financial Large Language Model based on Multiple Experts Fine-tuning	Oct 23, 2023	Language ModelingLanguage Modelling	CodeCode Available	2

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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