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
Large Language Models for Information Retrieval: A SurveyCode2
Autoregressive Search Engines: Generating Substrings as Document IdentifiersCode2
Autonomous GIS: the next-generation AI-powered GISCode2
Knowledge Representation Learning: A Quantitative ReviewCode2
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking AgentsCode2
Backtracing: Retrieving the Cause of the QueryCode2
Lightning IR: Straightforward Fine-tuning and Inference of Transformer-based Language Models for Information RetrievalCode2
Language Model Powered Digital Biology with BRADCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
Melody transcription via generative pre-trainingCode2
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
Infinite Recommendation Networks: A Data-Centric ApproachCode2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano musicCode2
GENIUS: A Generative Framework for Universal Multimodal SearchCode2
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity?Code2
InPars: Data Augmentation for Information Retrieval using Large Language ModelsCode2
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity SearchCode2
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information RetrievalCode2
FIRST: Faster Improved Listwise Reranking with Single Token DecodingCode2
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open QuestionsCode2
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsCode2
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information RetrievalCode2
Evaluation of Retrieval-Augmented Generation: A SurveyCode2
Eureka: Evaluating and Understanding Large Foundation ModelsCode2
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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