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 501–525 of 14297 papers

Title	Date	Tasks	Status	Hype
GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical Information	Apr 19, 2023	In-Context LearningRetrieval	CodeCode Available	2
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset	Apr 17, 2023	Audio captioningAudio-Video Question Answering (AVQA)	CodeCode Available	2
Unicom: Universal and Compact Representation Learning for Image Retrieval	Apr 12, 2023	Image ClassificationImage Retrieval	CodeCode Available	2
ReMoDiffuse: Retrieval-Augmented Motion Diffusion Model	Apr 3, 2023	DenoisingDiversity	CodeCode Available	2
Query-Dependent Video Representation for Moment Retrieval and Highlight Detection	Mar 24, 2023	Highlight DetectionMoment Retrieval	CodeCode Available	2
RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation	Mar 22, 2023	Code CompletionLanguage Modeling	CodeCode Available	2
Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval	Mar 22, 2023	Image-text matchingLanguage Modeling	CodeCode Available	2
CLIP goes 3D: Leveraging Prompt Tuning for Language Grounded 3D Recognition	Mar 20, 2023	RetrievalScene Understanding	CodeCode Available	2
PMC-CLIP: Contrastive Language-Image Pre-training using Biomedical Documents	Mar 13, 2023	image-classificationImage Classification	CodeCode Available	2
OpenICL: An Open-Source Framework for In-context Learning	Mar 6, 2023	In-Context LearningLanguage Modeling	CodeCode Available	2
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers	Mar 1, 2023	Domain AdaptationInformation Retrieval	CodeCode Available	2
BEVPlace: Learning LiDAR-based Place Recognition using Bird's Eye View Images	Feb 28, 2023	Retrieval	CodeCode Available	2
Contour Context: Abstract Structural Distribution for 3D LiDAR Loop Detection and Metric Pose Estimation	Feb 13, 2023	Loop Closure DetectionPose Estimation	CodeCode Available	2
Grounding Language Models to Images for Multimodal Inputs and Outputs	Jan 31, 2023	Image RetrievalIn-Context Learning	CodeCode Available	2
In-Context Retrieval-Augmented Language Models	Jan 31, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
PrimeQA: The Prime Repository for State-of-the-Art Multilingual Question Answering Research and Development	Jan 23, 2023	Question AnsweringReading Comprehension	CodeCode Available	2
InPars-v2: Large Language Models as Efficient Dataset Generators for Information Retrieval	Jan 4, 2023	Information RetrievalRetrieval	CodeCode Available	2
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?	Dec 31, 2022	Data AugmentationRetrieval	CodeCode Available	2
Multi-modal Molecule Structure-text Model for Text-based Retrieval and Editing	Dec 21, 2022	Contrastive LearningDrug Design	CodeCode Available	2
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions	Dec 20, 2022	HallucinationQuestion Answering	CodeCode Available	2
Precise Zero-Shot Dense Retrieval without Relevance Labels	Dec 20, 2022	Fact VerificationInstruction Following	CodeCode Available	2
Semantic-Conditional Diffusion Networks for Image Captioning	Dec 6, 2022	Cross-Modal RetrievalDecoder	CodeCode Available	2
Melody transcription via generative pre-training	Dec 4, 2022	Chord RecognitionInformation Retrieval	CodeCode Available	2
Dense Text Retrieval based on Pretrained Language Models: A Survey	Nov 27, 2022	RetrievalSurvey	CodeCode Available	2
Roboflow 100: A Rich, Multi-Domain Object Detection Benchmark	Nov 24, 2022	2D Object DetectionImage Retrieval	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