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 2721–2730 of 14297 papers

Title	Date	Tasks	Status	Hype
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting	Jul 16, 2024	Mathematical ReasoningQuestion Answering	—Unverified	0
A PLMs based protein retrieval framework	Jul 16, 2024	Retrieval	—Unverified	0
Interactions with Generative Information Retrieval Systems	Jul 16, 2024	Information RetrievalRetrieval	—Unverified	0
Knowledge and Aptitude Augmented Generation: Adaptive Multi-Turn Interaction in LLM Systems	Jul 15, 2024	RAGRetrieval	CodeCode Available	0
Evaluation of RAG Metrics for Question Answering in the Telecom Domain	Jul 15, 2024	Question AnsweringRAG	—Unverified	0
MixGR: Enhancing Retriever Generalization for Scientific Domain through Complementary Granularity	Jul 15, 2024	Question AnsweringRAG	CodeCode Available	1
No Train, all Gain: Self-Supervised Gradients Improve Deep Frozen Representations	Jul 15, 2024	AllImage Retrieval	CodeCode Available	1
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation	Jul 15, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	2
Addressing Image Hallucination in Text-to-Image Generation through Factual Image Retrieval	Jul 15, 2024	Common Sense ReasoningHallucination	—Unverified	0
SEMINAR: Search Enhanced Multi-modal Interest Network and Approximate Retrieval for Lifelong Sequential Recommendation	Jul 15, 2024	Click-Through Rate PredictionQuantization	—Unverified	0

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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