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 2451–2460 of 14297 papers

Title	Date	Tasks	Status	Hype
Filling the Gap of Utterance-aware and Speaker-aware Representation for Multi-turn Dialogue	Sep 14, 2020	Retrieval	CodeCode Available	1
Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection	Sep 10, 2020	Binary ClassificationConversational Response Selection	CodeCode Available	1
Dual Encoding for Video Retrieval by Text	Sep 10, 2020	Ad-hoc video searchRetrieval	CodeCode Available	1
Towards Musically Meaningful Explanations Using Source Separation	Sep 4, 2020	Explainable ModelsImage Segmentation	CodeCode Available	1
A Comparison of Pre-trained Vision-and-Language Models for Multimodal Representation Learning across Medical Images and Reports	Sep 3, 2020	Image-text RetrievalMedical Visual Question Answering	CodeCode Available	1
Uncovering Hidden Challenges in Query-Based Video Moment Retrieval	Sep 1, 2020	Moment RetrievalRetrieval	CodeCode Available	1
Self-supervised Video Representation Learning by Uncovering Spatio-temporal Statistics	Aug 31, 2020	Action RecognitionRepresentation Learning	CodeCode Available	1
Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language Intent	Aug 27, 2020	Annotated Code SearchCode Search	CodeCode Available	1
Learning Condition Invariant Features for Retrieval-Based Localization from 1M Images	Aug 27, 2020	RetrievalTriplet	CodeCode Available	1
VLANet: Video-Language Alignment Network for Weakly-Supervised Video Moment Retrieval	Aug 24, 2020	Contrastive LearningMoment Retrieval	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