Information Retrieval

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 4740 papers

Title	Date	Tasks	Status	Hype
Omnizart: A General Toolbox for Automatic Music Transcription	Jun 1, 2021	Chord RecognitionDownbeat Tracking	CodeCode Available	2
FinBERT-QA: Financial Question Answering with pre-trained BERT Language Models	Apr 24, 2025	Answer SelectionInformation Retrieval	CodeCode Available	2
FIRST: Faster Improved Listwise Reranking with Single Token Decoding	Jun 21, 2024	Information RetrievalLanguage Modeling	CodeCode Available	2
InPars: Data Augmentation for Information Retrieval using Large Language Models	Feb 10, 2022	Data AugmentationDiversity	CodeCode Available	2
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models	Sep 17, 2024	Information RetrievalRetrieval	CodeCode Available	2
Pyserini: An Easy-to-Use Python Toolkit to Support Replicable IR Research with Sparse and Dense Representations	Feb 19, 2021	Cultural Vocal Bursts Intensity PredictionInformation Retrieval	CodeCode Available	2
Eureka: Evaluating and Understanding Large Foundation Models	Sep 13, 2024	Information Retrieval	CodeCode Available	2
Evaluation of Retrieval-Augmented Generation: A Survey	May 13, 2024	Information RetrievalRAG	CodeCode Available	2
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT	Apr 27, 2020	Document RankingInformation Retrieval	CodeCode Available	2
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models	Jul 3, 2024	BenchmarkingCode Search	CodeCode Available	2
Differential Transformer	Oct 7, 2024	HallucinationIn-Context Learning	CodeCode Available	2
Detect-Order-Construct: A Tree Construction based Approach for Hierarchical Document Structure Analysis	Jan 22, 2024	Document Layout AnalysisDocument Summarization	CodeCode Available	2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information Retrieval	Apr 9, 2024	AllInformation Retrieval	CodeCode Available	2
All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed Audio	Jul 31, 2023	AllDownbeat Tracking	CodeCode Available	2
A Foundation Model for Music Informatics	Nov 6, 2023	Information Retrievalmodel	CodeCode Available	2
AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark	Dec 17, 2024	Information RetrievalRetrieval	CodeCode Available	2
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning	Oct 28, 2024	Binary ClassificationContrastive Learning	CodeCode Available	2
Scientific QA System with Verifiable Answers	Jul 16, 2024	ArticlesInformation Retrieval	CodeCode Available	2
Atlas: Few-shot Learning with Retrieval Augmented Language Models	Aug 5, 2022	Fact CheckingFew-Shot Learning	CodeCode Available	2
SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models	Nov 16, 2023	Conversational SearchIn-Context Learning	CodeCode Available	2
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information Retrieval	Jul 10, 2023	GPUInformation Retrieval	CodeCode Available	2
The Power of Noise: Redefining Retrieval for RAG Systems	Jan 26, 2024	Information RetrievalRAG	CodeCode Available	2
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers	Mar 1, 2023	Domain AdaptationInformation Retrieval	CodeCode Available	2
Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM Era	Apr 17, 2024	FairnessInformation Retrieval	CodeCode Available	2
Deeper Convolutional Neural Networks and Broad Augmentation Policies Improve Performance in Musical Key Estimation	Nov 7, 2021	image-classificationInformation 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