SOTAVerified

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

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Showing 451–475 of 4740 papers

TitleStatusHype
Limitations of Automatic Relevance Assessments with Large Language Models for Fair and Reliable Retrieval Evaluation—0
Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systems—0
CUE-M: Contextual Understanding and Enhanced Search with Multimodal Large Language Model—0
A Comparative Study of Text Retrieval Models on DaReCzech—0
TSPRank: Bridging Pairwise and Listwise Methods with a Bilinear Travelling Salesman ModelCode1
Towards Next-Generation Medical Agent: How o1 is Reshaping Decision-Making in Medical Scenarios—0
Private Counterfactual Retrieval With Immutable Features—0
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publicationsCode0
A Transformer-Based Visual Piano Transcription Algorithm—0
Information Need in Metaverse Recordings - A Field Study—0
Neural Corrective Machine Unranking—0
A Large-Scale Study of Relevance Assessments with Large Language Models: An Initial LookCode0
MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal RetrievalCode0
Unlocking Legal Knowledge with Multi-Layered Embedding-Based Retrieval—0
Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation—0
LLM-Assisted Relevance Assessments: When Should We Ask LLMs for Help?Code0
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
Veri-Car: Towards Open-world Vehicle Information Retrieval—0
TourSynbio-Search: A Large Language Model Driven Agent Framework for Unified Search Method for Protein EngineeringCode0
Leveraging Retrieval-Augmented Generation for Persian University Knowledge Retrieval—0
KeyB2: Selecting Key Blocks is Also Important for Long Document Ranking with Large Language Models—0
Building an Efficient Multilingual Non-Profit IR System for the Islamic Domain Leveraging Multiprocessing Design in Rust—0
Why These Documents? Explainable Generative Retrieval with Hierarchical Category PathsCode1
Harnessing High-Level Song Descriptors towards Natural Language-Based Music RecommendationCode0
Mitigating Hallucination with ZeroG: An Advanced Knowledge Management Engine—0
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All datasetsBSARDMS MARCOCQADupStackTREC-PMAmazonMSLR WEB30KMSMARCOMTEBNews HeadlinesOhsumed

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Two-tower Bi-Encoder (RoBERTa)Recall@10074.78—Unverified
2Siamese Bi-Encoder (RoBERTa)Recall@10071.63—Unverified
3BM25Recall@10051.33—Unverified
#ModelMetricClaimedVerifiedStatus
1RetroMAE v2MRR@1042.58—Unverified
2ConAE-256Time (ms)0.33—Unverified
3ConAE-128Time (ms)0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-BE-5.8BmAP@1000.16—Unverified
2TSDAEmAP@1000.15—Unverified
#ModelMetricClaimedVerifiedStatus
1hpipubcommoninfNDCG0.56—Unverified
2hpictallinfNDCG0.55—Unverified
#ModelMetricClaimedVerifiedStatus
1MINDHR@300.32—Unverified
#ModelMetricClaimedVerifiedStatus
1Distilled NetworknDCG@100.53—Unverified
#ModelMetricClaimedVerifiedStatus
1RetroMAEMRR@100.42—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-5.8B-msmarconDCG@1050.25—Unverified
#ModelMetricClaimedVerifiedStatus
1Information Retrieval + SVM1:1 Accuracy83.79—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT+CONCEPT FILTERNDCG0.25—Unverified