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 301–310 of 14297 papers

Title	Date	Tasks	Status	Hype
Efficiently Learning at Test-Time: Active Fine-Tuning of LLMs	Oct 10, 2024	Active LearningLanguage Modeling	CodeCode Available	2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge Graphs	Oct 8, 2024	Knowledge GraphsRAG	CodeCode Available	2
ReFIR: Grounding Large Restoration Models with Retrieval Augmentation	Oct 8, 2024	HallucinationImage Restoration	CodeCode Available	2
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval	Oct 6, 2024	Community DetectionInformation Retrieval	CodeCode Available	2
ToolGen: Unified Tool Retrieval and Calling via Generation	Oct 4, 2024	RetrievalText Generation	CodeCode Available	2
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML	Oct 3, 2024	AutoMLCode Generation	CodeCode Available	2
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models	Oct 2, 2024	Mixture-of-ExpertsNavigate	CodeCode Available	2
QAEncoder: Towards Aligned Representation Learning in Question Answering System	Sep 30, 2024	Document EmbeddingQuestion Answering	CodeCode Available	2
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"	Sep 30, 2024	counterfactualHallucination	CodeCode Available	2
Revisit Anything: Visual Place Recognition via Image Segment Retrieval	Sep 26, 2024	Image SegmentationNavigate	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