SOTAVerified|Agents Browse Leaderboard About

Information Retrieval

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

( Image credit: sudhanshumittal )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 4740 papers

Title	Date	Tasks	Status	Hype
LightRAG: Simple and Fast Retrieval-Augmented Generation	Oct 8, 2024	Information RetrievalRAG	CodeCode Available	14
Language agents achieve superhuman synthesis of scientific knowledge	Sep 10, 2024	ArticlesInformation Retrieval	CodeCode Available	9
MindSearch: Mimicking Human Minds Elicits Deep AI Searcher	Jul 29, 2024	2D Semantic Segmentation task 1 (8 classes)graph construction	CodeCode Available	9
PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning Methods	Jul 9, 2024	Information RetrievalLEMMA	CodeCode Available	7
Benchmarking the Myopic Trap: Positional Bias in Information Retrieval	May 20, 2025	BenchmarkingInformation Retrieval	CodeCode Available	5
Retrieval-Augmented Generation for AI-Generated Content: A Survey	Feb 29, 2024	Information RetrievalLarge Language Model	CodeCode Available	5
Make Your LLM Fully Utilize the Context	Apr 25, 2024	4kInformation Retrieval	CodeCode Available	5
Extreme Compression of Large Language Models via Additive Quantization	Jan 11, 2024	CPUGPU	CodeCode Available	5
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators	Mar 29, 2023	Information RetrievalRetrieval	CodeCode Available	4
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function	May 26, 2023	Fact VerificationInformation Retrieval	CodeCode Available	4

Show:10 25 50

← PrevPage 1 of 474Next →

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