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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 801–850 of 14297 papers

TitleStatusHype
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement LearningCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
Building A Coding Assistant via the Retrieval-Augmented Language ModelCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
HyQE: Ranking Contexts with Hypothetical Query EmbeddingsCode1
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question CoverageCode1
FIRE: Fact-checking with Iterative Retrieval and VerificationCode1
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation SystemsCode1
Interpret and Control Dense Retrieval with Sparse Latent FeaturesCode1
FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMsCode1
HerO at AVeriTeC: The Herd of Open Large Language Models for Verifying Real-World ClaimsCode1
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data DiversityCode1
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
RuleRAG: Rule-guided retrieval-augmented generation with language models for question answeringCode1
MAIR: A Massive Benchmark for Evaluating Instructed RetrievalCode1
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with GraphsCode1
BookWorm: A Dataset for Character Description and AnalysisCode1
Generative Subgraph Retrieval for Knowledge Graph-Grounded Dialog GenerationCode1
VERIFIED: A Video Corpus Moment Retrieval Benchmark for Fine-Grained Video UnderstandingCode1
Dissecting Fine-Tuning Unlearning in Large Language ModelsCode1
Text Proxy: Decomposing Retrieval from a 1-to-N Relationship into N 1-to-1 Relationships for Text-Video RetrievalCode1
Retrieval-Augmented Decision Transformer: External Memory for In-context RLCode1
Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate PairsCode1
Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQACode1
ZEBRA: Zero-Shot Example-Based Retrieval Augmentation for Commonsense Question AnsweringCode1
LongGenBench: Long-context Generation BenchmarkCode1
Enriching Music Descriptions with a Finetuned-LLM and Metadata for Text-to-Music RetrievalCode1
Inductive Generative Recommendation via Retrieval-based SpeculationCode1
Adversarial Decoding: Generating Readable Documents for Adversarial ObjectivesCode1
Saliency-Guided DETR for Moment Retrieval and Highlight DetectionCode1
PairDistill: Pairwise Relevance Distillation for Dense RetrievalCode1
IFCap: Image-like Retrieval and Frequency-based Entity Filtering for Zero-shot CaptioningCode1
Exploring Hint Generation Approaches in Open-Domain Question AnsweringCode1
SpaGBOL: Spatial-Graph-Based Orientated LocalisationCode1
Boosting Healthcare LLMs Through Retrieved ContextCode1
Efficient and Discriminative Image Feature Extraction for Universal Image RetrievalCode1
ShizishanGPT: An Agricultural Large Language Model Integrating Tools and ResourcesCode1
Contextual Compression in Retrieval-Augmented Generation for Large Language Models: A SurveyCode1
Familiarity-Aware Evidence Compression for Retrieval-Augmented GenerationCode1
MoRAG -- Multi-Fusion Retrieval Augmented Generation for Human MotionCode1
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented GenerationCode1
Trustworthiness in Retrieval-Augmented Generation Systems: A SurveyCode1
AudioBERT: Audio Knowledge Augmented Language ModelCode1
Weakly-supervised Camera Localization by Ground-to-satellite Image RegistrationCode1
RIRAG: Regulatory Information Retrieval and Answer GenerationCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
A Survey of Multimodal Composite Editing and RetrievalCode1
NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for RetrievalCode1
RouterRetriever: Routing over a Mixture of Expert Embedding ModelsCode1
Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?Code1
Show:102550
← PrevPage 17 of 286Next →
All datasetsQuora Question PairsHotpotQANatural QuestionsOK-VQAInfoSeekMVKPolyvorePubMedQAPubMedQA corpus with metadataToolLensคลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53—Unverified
2ElasticsearchQueries per second21.8—Unverified
3BM25-PTQueries per second6.49—Unverified
4Rank-BM25Queries per second1.18—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88—Unverified
2ElasticsearchQueries per second7.11—Unverified
3Rank-BM25Queries per second0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85—Unverified
2ElasticsearchQueries per second12.16—Unverified
3Rank-BM25Queries per second0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32—Unverified
2RA-VQARecall@582.84—Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55—Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222—Unverified