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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 161–170 of 4740 papers

Title	Date	Tasks	Status	Hype
G-RAG: Knowledge Expansion in Material Science	Nov 21, 2024	Information RetrievalRAG	CodeCode Available	1
TSPRank: Bridging Pairwise and Listwise Methods with a Bilinear Travelling Salesman Model	Nov 18, 2024	Information RetrievalLearning-To-Rank	CodeCode Available	1
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant	Nov 11, 2024	Decision MakingHallucination	CodeCode Available	1
Why These Documents? Explainable Generative Retrieval with Hierarchical Category Paths	Nov 8, 2024	Information RetrievalReranking	CodeCode Available	1
PIAST: A Multimodal Piano Dataset with Audio, Symbolic and Text	Nov 4, 2024	Information RetrievalMusic Information Retrieval	CodeCode Available	1
MIRFLEX: Music Information Retrieval Feature Library for Extraction	Nov 1, 2024	BenchmarkingInformation Retrieval	CodeCode Available	1
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers	Oct 26, 2024	Information RetrievalRetrieval	CodeCode Available	1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience Report	Oct 21, 2024	Information RetrievalRAG	CodeCode Available	1
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative Reasoning	Oct 16, 2024	Decision MakingInformation Retrieval	CodeCode Available	1
MAIR: A Massive Benchmark for Evaluating Instructed Retrieval	Oct 14, 2024	Information RetrievalRe-Ranking	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