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 201–225 of 4740 papers

TitleStatusHype
RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of TransformersCode1
TriviaHG: A Dataset for Automatic Hint Generation from Factoid QuestionsCode1
DTF-AT: Decoupled Time-Frequency Audio Transformer for Event ClassificationCode1
AgentsCourt: Building Judicial Decision-Making Agents with Court Debate Simulation and Legal Knowledge AugmentationCode1
Hierarchical Multimodal Pre-training for Visually Rich Webpage UnderstandingCode1
Corpus-Steered Query Expansion with Large Language ModelsCode1
Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: a SurveyCode1
Self-Retrieval: End-to-End Information Retrieval with One Large Language ModelCode1
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information RetrievalCode1
INSTRUCTIR: A Benchmark for Instruction Following of Information Retrieval ModelsCode1
MuChin: A Chinese Colloquial Description Benchmark for Evaluating Language Models in the Field of MusicCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
The Quantified Boolean Bayesian Network: Theory and Experiments with a Logical Graphical ModelCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
History-Aware Conversational Dense RetrievalCode1
LongHealth: A Question Answering Benchmark with Long Clinical DocumentsCode1
SciMMIR: Benchmarking Scientific Multi-modal Information RetrievalCode1
Exploring the Best Practices of Query Expansion with Large Language ModelsCode1
Sports-QA: A Large-Scale Video Question Answering Benchmark for Complex and Professional SportsCode1
CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed GraphsCode1
Wikiformer: Pre-training with Structured Information of Wikipedia for Ad-hoc RetrievalCode1
Extending Context Window of Large Language Models via Semantic CompressionCode1
LLF-Bench: Benchmark for Interactive Learning from Language FeedbackCode1
MUST: An Effective and Scalable Framework for Multimodal Search of Target ModalityCode1
mir_ref: A Representation Evaluation Framework for Music Information Retrieval TasksCode1
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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