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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 171–180 of 4740 papers

Title	Date	Tasks	Status	Hype
StepTool: A Step-grained Reinforcement Learning Framework for Tool Learning in LLMs	Oct 10, 2024	Information RetrievalPolicy Gradient Methods	CodeCode Available	1
PairDistill: Pairwise Relevance Distillation for Dense Retrieval	Oct 2, 2024	Information RetrievalKnowledge Distillation	CodeCode Available	1
Do Music Generation Models Encode Music Theory?	Oct 1, 2024	Emotion RecognitionGenre classification	CodeCode Available	1
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP Tasks	Sep 20, 2024	AllDependency Parsing	CodeCode Available	1
RIRAG: Regulatory Information Retrieval and Answer Generation	Sep 9, 2024	Answer GenerationInformation Retrieval	CodeCode Available	1
RouterRetriever: Routing over a Mixture of Expert Embedding Models	Sep 4, 2024	Information RetrievalLanguage Modeling	CodeCode Available	1
Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?	Sep 4, 2024	Information RetrievalRetrieval	CodeCode Available	1
LLMJudge: LLMs for Relevance Judgments	Aug 9, 2024	Information RetrievalRetrieval	CodeCode Available	1
Semi-Supervised Contrastive Learning of Musical Representations	Jul 18, 2024	Contrastive LearningInformation Retrieval	CodeCode Available	1
Let Network Decide What to Learn: Symbolic Music Understanding Model Based on Large-scale Adversarial Pre-training	Jul 11, 2024	Information RetrievalMusic Information 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