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 6276–6300 of 14297 papers

Title	Date	Tasks	Status	Hype
Fine-Grained Distillation for Long Document Retrieval	Dec 20, 2022	Knowledge DistillationRetrieval	—Unverified	0
Precise Zero-Shot Dense Retrieval without Relevance Labels	Dec 20, 2022	Fact VerificationInstruction Following	CodeCode Available	2
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval	Dec 20, 2022	Document SummarizationMulti-Document Summarization	—Unverified	0
Data Curation Alone Can Stabilize In-context Learning	Dec 20, 2022	DiversityIn-Context Learning	CodeCode Available	1
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions	Dec 20, 2022	HallucinationQuestion Answering	CodeCode Available	2
SESCORE2: Learning Text Generation Evaluation via Synthesizing Realistic Mistakes	Dec 19, 2022	Dialogue GenerationMachine Translation	CodeCode Available	1
Rethinking Label Smoothing on Multi-hop Question Answering	Dec 19, 2022	Image ClassificationMachine Reading Comprehension	CodeCode Available	0
Query Enhanced Knowledge-Intensive Conversation via Unsupervised Joint Modeling	Dec 19, 2022	Conversational Question AnsweringQuestion Answering	CodeCode Available	0
Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages	Dec 19, 2022	Cross-Lingual TransferNatural Language Inference	CodeCode Available	0
MetaCLUE: Towards Comprehensive Visual Metaphors Research	Dec 19, 2022	Image GenerationQuestion Answering	—Unverified	0
One Embedder, Any Task: Instruction-Finetuned Text Embeddings	Dec 19, 2022	Information RetrievalLearning Word Embeddings	CodeCode Available	4
Bridging The Gap: Entailment Fused-T5 for Open-retrieval Conversational Machine Reading Comprehension	Dec 19, 2022	Decision MakingMachine Reading Comprehension	—Unverified	0
Position-guided Text Prompt for Vision-Language Pre-training	Dec 19, 2022	Cross-Modal RetrievalImage Captioning	CodeCode Available	1
Query-as-context Pre-training for Dense Passage Retrieval	Dec 19, 2022	Contrastive LearningPassage Retrieval	CodeCode Available	1
DSI++: Updating Transformer Memory with New Documents	Dec 19, 2022	Continual LearningNatural Questions	—Unverified	0
CAPSTONE: Curriculum Sampling for Dense Retrieval with Document Expansion	Dec 18, 2022	Passage RetrievalRetrieval	—Unverified	0
Can Retriever-Augmented Language Models Reason? The Blame Game Between the Retriever and the Language Model	Dec 18, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Efficient Image Captioning for Edge Devices	Dec 18, 2022	CPUImage Captioning	—Unverified	0
Better Datastore, Better Translation: Generating Datastores from Pre-Trained Models for Nearest Neural Machine Translation	Dec 17, 2022	Machine TranslationNMT	—Unverified	0
Towards leveraging latent knowledge and Dialogue context for real-world conversational question answering	Dec 17, 2022	Conversational Question AnsweringQuestion Answering	—Unverified	0
PolQA: Polish Question Answering Dataset	Dec 17, 2022	Open-Domain Question AnsweringPassage Retrieval	—Unverified	0
Hyperbolic Hierarchical Contrastive Hashing	Dec 17, 2022	Contrastive LearningRetrieval	—Unverified	0
RISE: Leveraging Retrieval Techniques for Summarization Evaluation	Dec 17, 2022	Information RetrievalRetrieval	—Unverified	0
AugTriever: Unsupervised Dense Retrieval and Domain Adaptation by Scalable Data Augmentation	Dec 17, 2022	Data AugmentationDomain Adaptation	CodeCode Available	0
Attentive Mask CLIP	Dec 16, 2022	Contrastive LearningRetrieval	CodeCode Available	1

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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