SOTAVerified

Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

Showing 351400 of 14297 papers

TitleStatusHype
Backtracing: Retrieving the Cause of the QueryCode2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based RetrieversCode2
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information RetrievalCode2
InPars-v2: Large Language Models as Efficient Dataset Generators for Information RetrievalCode2
Generating Benchmarks for Factuality Evaluation of Language ModelsCode2
Adapting Language Models to Compress ContextsCode2
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed RetrievalCode2
BEBLID: Boosted efficient binary local image descriptorCode2
In-Context Retrieval-Augmented Language ModelsCode2
Benchmarking Large Language Models in Retrieval-Augmented GenerationCode2
Benchmarking Retrieval-Augmented Generation in Multi-Modal ContextsCode2
Lightning IR: Straightforward Fine-tuning and Inference of Transformer-based Language Models for Information RetrievalCode2
FLAIR: VLM with Fine-grained Language-informed Image RepresentationsCode2
KaLM-Embedding-V2: Superior Training Techniques and Data Inspire A Versatile Embedding ModelCode2
Flow-Guided Transformer for Video InpaintingCode2
Associative Recurrent Memory TransformerCode2
MLLM Is a Strong Reranker: Advancing Multimodal Retrieval-augmented Generation via Knowledge-enhanced Reranking and Noise-injected TrainingCode2
Knowledge Graph Prompting for Multi-Document Question AnsweringCode2
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question AnsweringCode2
BEVPlace: Learning LiDAR-based Place Recognition using Bird's Eye View ImagesCode2
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsCode2
Beyond Text: Optimizing RAG with Multimodal Inputs for Industrial ApplicationsCode2
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM AgentsCode2
EVOR: Evolving Retrieval for Code GenerationCode2
Atlas: Few-shot Learning with Retrieval Augmented Language ModelsCode2
Fine-grained Image Captioning with CLIP RewardCode2
Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility GenerationCode2
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information RetrievalCode2
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity SearchCode2
Lawyer LLaMA Technical ReportCode2
BIRB: A Generalization Benchmark for Information Retrieval in BioacousticsCode2
LeanDojo: Theorem Proving with Retrieval-Augmented Language ModelsCode2
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"Code2
LitLLM: A Toolkit for Scientific Literature ReviewCode2
ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation SystemsCode2
Body Part-Based Representation Learning for Occluded Person Re-IdentificationCode2
Contrastive language and vision learning of general fashion conceptsCode2
A Replication Study of Dense Passage RetrieverCode2
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationCode2
LLM-based SPARQL Query Generation from Natural Language over Federated Knowledge GraphsCode2
Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge GraphCode2
ARAGOG: Advanced RAG Output GradingCode2
Exploring the best way for UAV visual localization under Low-altitude Multi-view Observation Condition: a BenchmarkCode2
Lost in the Middle: How Language Models Use Long ContextsCode2
Extended Mind TransformersCode2
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)Code2
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
Making a MIRACL: Multilingual Information Retrieval Across a Continuum of LanguagesCode2
Exploring a Fine-Grained Multiscale Method for Cross-Modal Remote Sensing Image RetrievalCode2
FedRAG: A Framework for Fine-Tuning Retrieval-Augmented Generation SystemsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified