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 151–175 of 4740 papers

TitleStatusHype
Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-LearningCode1
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)Code1
ASPIRE: Assistive System for Performance Evaluation in IRCode1
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information RetrievalCode1
SpeechPrune: Context-aware Token Pruning for Speech Information RetrievalCode1
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language ModelsCode1
Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor SearchCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
Multi-label Sequential Sentence Classification via Large Language ModelCode1
Open-Amp: Synthetic Data Framework for Audio Effect Foundation ModelsCode1
G-RAG: Knowledge Expansion in Material ScienceCode1
TSPRank: Bridging Pairwise and Listwise Methods with a Bilinear Travelling Salesman ModelCode1
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
Why These Documents? Explainable Generative Retrieval with Hierarchical Category PathsCode1
PIAST: A Multimodal Piano Dataset with Audio, Symbolic and TextCode1
MIRFLEX: Music Information Retrieval Feature Library for ExtractionCode1
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge RetrieversCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
MAIR: A Massive Benchmark for Evaluating Instructed RetrievalCode1
StepTool: A Step-grained Reinforcement Learning Framework for Tool Learning in LLMsCode1
PairDistill: Pairwise Relevance Distillation for Dense RetrievalCode1
Do Music Generation Models Encode Music Theory?Code1
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP TasksCode1
RIRAG: Regulatory Information Retrieval and Answer GenerationCode1
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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