SOTAVerified

Information Retrieval

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

( Image credit: sudhanshumittal )

Papers

Showing 451500 of 4740 papers

TitleStatusHype
INSTRUCTIR: A Benchmark for Instruction Following of Information Retrieval ModelsCode1
Insights into LLM Long-Context Failures: When Transformers Know but Don't TellCode1
TFLOP: Table Structure Recognition Framework with Layout Pointer MechanismCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
YAGO 4.5: A Large and Clean Knowledge Base with a Rich TaxonomyCode1
Extending Context Window of Large Language Models via Semantic CompressionCode1
A Survey on Large Language Models with Multilingualism: Recent Advances and New FrontiersCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
Exploring _0 Sparsification for Inference-free Sparse RetrieversCode1
THUIR@COLIEE 2023: More Parameters and Legal Knowledge for Legal Case EntailmentCode1
TONet: Tone-Octave Network for Singing Melody Extraction from Polyphonic MusicCode1
Structural Text Segmentation of Legal DocumentsCode1
Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval MechanismCode1
ReFIT: Relevance Feedback from a Reranker during InferenceCode1
Unsupervised Dense Information Retrieval with Contrastive LearningCode1
Tracing Back Music Emotion Predictions to Sound Sources and Intuitive Perceptual QualitiesCode1
Fast Passage Re-ranking with Contextualized Exact Term Matching and Efficient Passage ExpansionCode1
A Statutory Article Retrieval Dataset in FrenchCode1
Fast k-NN Graph Construction by GPU based NN-DescentCode1
Transformer Memory as a Differentiable Search IndexCode1
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
Inductive Entity Representations from Text via Link PredictionCode1
Few-Shot Generative Conversational Query RewritingCode1
Hyperbolic Relevance Matching for Neural Keyphrase ExtractionCode1
Adaptive Machine Translation with Large Language ModelsCode1
Image-based table recognition: data, model, and evaluationCode1
Fine-grained Visual Textual Alignment for Cross-Modal Retrieval using Transformer EncodersCode1
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural NetworksCode1
ASPIRE: Assistive System for Performance Evaluation in IRCode1
HPI-DHC at TREC 2018 Precision Medicine TrackCode1
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-RankingCode1
jazznet: A Dataset of Fundamental Piano Patterns for Music Audio Machine Learning ResearchCode1
Learning Nonsymmetric Determinantal Point ProcessesCode1
MM-ALT: A Multimodal Automatic Lyric Transcription SystemCode1
GAIA Search: Hugging Face and Pyserini Interoperability for NLP Training Data ExplorationCode1
Are We There Yet? Evaluating State-of-the-Art Neural Network based Geoparsers Using EUPEG as a Benchmarking PlatformCode1
AmazonQA: A Review-Based Question Answering TaskCode0
A Mamba-based Network for Semi-supervised Singing Melody Extraction Using Confidence Binary RegularizationCode0
HIRO: Hierarchical Information Retrieval OptimizationCode0
Harnessing Retrieval-Augmented Generation (RAG) for Uncovering Knowledge GapsCode0
Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publicationsCode0
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question AnsweringCode0
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource LanguagesCode0
GROWN+UP: A Graph Representation Of a Webpage Network Utilizing Pre-trainingCode0
Harnessing High-Level Song Descriptors towards Natural Language-Based Music RecommendationCode0
HC4: A New Suite of Test Collections for Ad Hoc CLIRCode0
HOTTER: Hierarchical Optimal Topic Transport with Explanatory Context RepresentationsCode0
Goniometers are a Powerful Acoustic Feature for Music Information Retrieval TasksCode0
2D Matryoshka Training for Information RetrievalCode0
GloVe: Global Vectors for Word RepresentationCode0
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Benchmark Results

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