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 51–75 of 4740 papers

Title	Date	Tasks	Status	Hype	Score
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents	Apr 19, 2023	Information RetrievalPassage Ranking	CodeCode Available	2	5
LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant	Dec 2, 2024	Contrastive LearningInformation Retrieval	CodeCode Available	2	5
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models	Apr 17, 2021	Argument RetrievalBenchmarking	CodeCode Available	2	5
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information Retrieval	Apr 9, 2024	AllInformation Retrieval	CodeCode Available	2	5
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval	Jul 2, 2023	Biomedical Information RetrievalContrastive Learning	CodeCode Available	2	5
Large Language Models for Information Retrieval: A Survey	Aug 14, 2023	Information RetrievalQuestion Answering	CodeCode Available	2	5
BIRB: A Generalization Benchmark for Information Retrieval in Bioacoustics	Dec 12, 2023	Information RetrievalRepresentation Learning	CodeCode Available	2	5
Autonomous GIS: the next-generation AI-powered GIS	May 10, 2023	Code GenerationInformation Retrieval	CodeCode Available	2	5
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-Checking	Mar 2, 2025	Fact CheckingFact Verification	CodeCode Available	2	5
Infinite Recommendation Networks: A Data-Centric Approach	Jun 3, 2022	Information RetrievalRecommendation Systems	CodeCode Available	2	5
Melody transcription via generative pre-training	Dec 4, 2022	Chord RecognitionInformation Retrieval	CodeCode Available	2	5
MemLong: Memory-Augmented Retrieval for Long Text Modeling	Aug 30, 2024	4kDecoder	CodeCode Available	2	5
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity?	Feb 7, 2025	8kInformation Retrieval	CodeCode Available	2	5
Autoregressive Search Engines: Generating Substrings as Document Identifiers	Apr 22, 2022	Information RetrievalRetrieval	CodeCode Available	2	5
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion	May 4, 2022	Information RetrievalKnowledge Graph Completion	CodeCode Available	2	5
InPars: Data Augmentation for Information Retrieval using Large Language Models	Feb 10, 2022	Data AugmentationDiversity	CodeCode Available	2	5
A Foundation Model for Music Informatics	Nov 6, 2023	Information Retrievalmodel	CodeCode Available	2	5
GENIUS: A Generative Framework for Universal Multimodal Search	Mar 25, 2025	Information RetrievalQuantization	CodeCode Available	2	5
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity Search	May 20, 2021	Information RetrievalRetrieval	CodeCode Available	2	5
AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark	Dec 17, 2024	Information RetrievalRetrieval	CodeCode Available	2	5
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music	Oct 11, 2020	Information RetrievalMusic Information Retrieval	CodeCode Available	2	5
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information Retrieval	Jul 10, 2023	GPUInformation Retrieval	CodeCode Available	2	5
Atlas: Few-shot Learning with Retrieval Augmented Language Models	Aug 5, 2022	Fact CheckingFew-Shot Learning	CodeCode Available	2	5
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval	Mar 7, 2025	Information RetrievalLanguage Modeling	CodeCode Available	2	5
FinBERT-QA: Financial Question Answering with pre-trained BERT Language Models	Apr 24, 2025	Answer SelectionInformation Retrieval	CodeCode Available	2	5

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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