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 51–75 of 4740 papers

TitleStatusHype
The GigaMIDI Dataset with Features for Expressive Music Performance DetectionCode2
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly DetectionCode2
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity?Code2
AIR-Bench: Automated Heterogeneous Information Retrieval BenchmarkCode2
LamRA: Large Multimodal Model as Your Advanced Retrieval AssistantCode2
Lightning IR: Straightforward Fine-tuning and Inference of Transformer-based Language Models for Information RetrievalCode2
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive LearningCode2
CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language ModelsCode2
Differential TransformerCode2
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community RetrievalCode2
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language ModelsCode2
Eureka: Evaluating and Understanding Large Foundation ModelsCode2
Language Model Powered Digital Biology with BRADCode2
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
Scientific QA System with Verifiable AnswersCode2
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented GenerationCode2
PersonaRAG: Enhancing Retrieval-Augmented Generation Systems with User-Centric AgentsCode2
CoIR: A Comprehensive Benchmark for Code Information Retrieval ModelsCode2
FIRST: Faster Improved Listwise Reranking with Single Token DecodingCode2
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language ModelsCode2
MidiCaps: A large-scale MIDI dataset with text captionsCode2
Evaluation of Retrieval-Augmented Generation: A SurveyCode2
Overview of the EHRSQL 2024 Shared Task on Reliable Text-to-SQL Modeling on Electronic Health RecordsCode2
Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM EraCode2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information RetrievalCode2
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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