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 231–240 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation	May 22, 2024	InformativenessLanguage Modeling	CodeCode Available	2	5
AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark	Dec 17, 2024	Information RetrievalRetrieval	CodeCode Available	2	5
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions	Mar 22, 2024	Information RetrievalRetrieval	CodeCode Available	2	5
Generalized Contrastive Learning for Multi-Modal Retrieval and Ranking	Apr 12, 2024	Contrastive LearningRetrieval	CodeCode Available	2	5
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering	Sep 29, 2023	Image to textPassage Retrieval	CodeCode Available	2	5
Fine-grained Image Captioning with CLIP Reward	May 26, 2022	Caption GenerationDescriptive	CodeCode Available	2	5
FLAIR: VLM with Fine-grained Language-informed Image Representations	Dec 4, 2024	Language ModelingLanguage Modelling	CodeCode Available	2	5
AudioSetCaps: An Enriched Audio-Caption Dataset using Automated Generation Pipeline with Large Audio and Language Models	Nov 28, 2024	Audio captioningAudio to Text Retrieval	CodeCode Available	2	5
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs	May 16, 2025	Retrieval	CodeCode Available	2	5
Atlas: Few-shot Learning with Retrieval Augmented Language Models	Aug 5, 2022	Fact CheckingFew-Shot Learning	CodeCode Available	2	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