Information Retrieval

Information retrieval is the task of ranking a list of documents or search results in response to a query

Papers

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Showing 376–400 of 4740 papers

Title	Date	Tasks	Status	Hype
More Robust Dense Retrieval with Contrastive Dual Learning	Jul 16, 2021	Contrastive LearningInformation Retrieval	CodeCode Available	1
Codified audio language modeling learns useful representations for music information retrieval	Jul 12, 2021	Emotion RecognitionGenre classification	CodeCode Available	1
MetaP: Meta Pattern Learning for One-Shot Knowledge Graph Completion	Jul 11, 2021	Information RetrievalKnowledge Graph Completion	CodeCode Available	1
Dynamic Modality Interaction Modeling for Image-Text Retrieval	Jul 11, 2021	cross-modal alignmentCross-Modal Retrieval	CodeCode Available	1
Pseudo-Relevance Feedback for Multiple Representation Dense Retrieval	Jun 21, 2021	Information RetrievalPassage Ranking	CodeCode Available	1
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	Jun 16, 2021	Deep LearningInformation Retrieval	CodeCode Available	1
Tracing Back Music Emotion Predictions to Sound Sources and Intuitive Perceptual Qualities	Jun 14, 2021	Emotion RecognitionInformation Retrieval	CodeCode Available	1
GitTables: A Large-Scale Corpus of Relational Tables	Jun 14, 2021	Information RetrievalTable annotation	CodeCode Available	1
Keyphrase Extraction from Scientific Articles via Extractive Summarization	Jun 1, 2021	ArticlesExtractive Summarization	CodeCode Available	1
LoopNet: Musical Loop Synthesis Conditioned On Intuitive Musical Parameters	May 21, 2021	Information RetrievalMusic Information Retrieval	CodeCode Available	1
Enhancing Cross-Sectional Currency Strategies by Context-Aware Learning to Rank with Self-Attention	May 20, 2021	Information RetrievalLearning-To-Rank	CodeCode Available	1
Conversational Entity Linking: Problem Definition and Datasets	May 11, 2021	Entity LinkingInformation Retrieval	CodeCode Available	1
SmoothI: Smooth Rank Indicators for Differentiable IR Metrics	May 3, 2021	Information RetrievalLearning-To-Rank	CodeCode Available	1
Potential Idiomatic Expression (PIE)-English: Corpus for Classes of Idioms	Apr 25, 2021	Information RetrievalMachine Translation	CodeCode Available	1
Learning Passage Impacts for Inverted Indexes	Apr 24, 2021	Information RetrievalLanguage Modeling	CodeCode Available	1
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion	Apr 17, 2021	Decision MakingInformation Retrieval	CodeCode Available	1
Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction	Apr 16, 2021	Information RetrievalKeyword Extraction	CodeCode Available	1
Optimizing Dense Retrieval Model Training with Hard Negatives	Apr 16, 2021	Information Retrievalmodel	CodeCode Available	1
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List	Apr 15, 2021	Information RetrievalRetrieval	CodeCode Available	1
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning	Apr 14, 2021	DenoisingDomain Adaptation	CodeCode Available	1
GPU Semiring Primitives for Sparse Neighborhood Methods	Apr 13, 2021	BIG-bench Machine LearningGPU	CodeCode Available	1
An Adversarial Imitation Click Model for Information Retrieval	Apr 13, 2021	Imitation LearningInformation Retrieval	CodeCode Available	1
MultiReQA: A Cross-Domain Evaluation forRetrieval Question Answering Models	Apr 1, 2021	Information RetrievalQuestion Answering	CodeCode Available	1
NaturalProofs: Mathematical Theorem Proving in Natural Language	Mar 24, 2021	Automated Theorem ProvingDomain Generalization	CodeCode Available	1
CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Example	Mar 24, 2021	ArticlesInformation Retrieval	CodeCode Available	1

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All datasets BSARD MS MARCO CQADupStack TREC-PM Amazon MSLR WEB30K MSMARCO MTEB News Headlines Ohsumed

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Two-tower Bi-Encoder (RoBERTa)	Recall@100	74.78	—	Unverified
2	Siamese Bi-Encoder (RoBERTa)	Recall@100	71.63	—	Unverified
3	BM25	Recall@100	51.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RetroMAE v2	MRR@10	42.58	—	Unverified
2	ConAE-256	Time (ms)	0.33	—	Unverified
3	ConAE-128	Time (ms)	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGPT-BE-5.8B	mAP@100	0.16	—	Unverified
2	TSDAE	mAP@100	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hpipubcommon	infNDCG	0.56	—	Unverified
2	hpictall	infNDCG	0.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIND	HR@30	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Distilled Network	nDCG@10	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RetroMAE	MRR@10	0.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGPT-5.8B-msmarco	nDCG@10	50.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Information Retrieval + SVM	1:1 Accuracy	83.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT+CONCEPT FILTER	NDCG	0.25	—	Unverified