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 91–100 of 14297 papers

Title	Date	Tasks	Status	Hype
Symbolic Prompt Program Search: A Structure-Aware Approach to Efficient Compile-Time Prompt Optimization	Apr 2, 2024	RAGRetrieval	CodeCode Available	4
Long-CLIP: Unlocking the Long-Text Capability of CLIP	Mar 22, 2024	Image GenerationImage Retrieval	CodeCode Available	4
Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teachers	Feb 29, 2024	RetrievalText Retrieval	CodeCode Available	4
Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question Answering	Feb 26, 2024	Evidence SelectionOpen-Ended Question Answering	CodeCode Available	4
2D Matryoshka Sentence Embeddings	Feb 22, 2024	RAGRepresentation Learning	CodeCode Available	4
Benchmarking Retrieval-Augmented Generation for Medicine	Feb 20, 2024	BenchmarkingInformation Retrieval	CodeCode Available	4
Generative Representational Instruction Tuning	Feb 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	4
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering	Feb 12, 2024	Common Sense ReasoningGraph Classification	CodeCode Available	4
Bryndza at ClimateActivism 2024: Stance, Target and Hate Event Detection via Retrieval-Augmented GPT-4 and LLaMA	Feb 9, 2024	Event DetectionHate Speech Detection	CodeCode Available	4
Retrieval-Augmented Generation for Large Language Models: A Survey	Dec 18, 2023	HallucinationRAG	CodeCode Available	4

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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