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Information Retrieval

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

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 4740 papers

Title	Date	Tasks	Status	Hype
MTEB: Massive Text Embedding Benchmark	Oct 13, 2022	BenchmarkingInformation Retrieval	CodeCode Available	4
One Embedder, Any Task: Instruction-Finetuned Text Embeddings	Dec 19, 2022	Information RetrievalLearning Word Embeddings	CodeCode Available	4
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement Learning	Feb 28, 2025	Information Retrievalreinforcement-learning	CodeCode Available	4
Benchmarking Retrieval-Augmented Generation for Medicine	Feb 20, 2024	BenchmarkingInformation Retrieval	CodeCode Available	4
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation	Aug 8, 2024	ChunkingFact Checking	CodeCode Available	4
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators	Mar 29, 2023	Information RetrievalRetrieval	CodeCode Available	4
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge	Mar 24, 2023	Information RetrievalLanguage Modeling	CodeCode Available	4
COS-Mix: Cosine Similarity and Distance Fusion for Improved Information Retrieval	Jun 2, 2024	Information RetrievalRAG	CodeCode Available	4
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents	Jun 13, 2025	Information RetrievalRetrieval	CodeCode Available	4
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function	May 26, 2023	Fact VerificationInformation Retrieval	CodeCode Available	4

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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