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 25512600 of 14297 papers

TitleStatusHype
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models0
LLMJudge: LLMs for Relevance JudgmentsCode1
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models0
Report on the 1st Workshop on Large Language Model for Evaluation in Information Retrieval (LLM4Eval 2024) at SIGIR 20240
AI-assisted Coding with Cody: Lessons from Context Retrieval and Evaluation for Code Recommendations0
Enhancing Relevance of Embedding-based Retrieval at Walmart0
Neural Machine UnrankingCode0
HistoKernel: Whole Slide Image Level Maximum Mean Discrepancy Kernels for Pan-Cancer Predictive ModellingCode0
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs0
Rag and Roll: An End-to-End Evaluation of Indirect Prompt Manipulations in LLM-based Application Frameworks0
Retrieval-augmented code completion for local projects using large language models0
Early Exit Strategies for Approximate k-NN Search in Dense RetrievalCode0
Relevance Filtering for Embedding-based RetrievalCode1
A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction0
FiSTECH: Financial Style Transfer to Enhance Creativity without Hallucinations in LLMs0
CREST: Effectively Compacting a Datastore For Retrieval-Based Speculative Decoding0
Pairing Clustered Inverted Indexes with kNN Graphs for Fast Approximate Retrieval over Learned Sparse Representations0
Enhanced Semantic Graph Based Approach With Sentiment Analysis For User Interest Retrieval From Social Sites0
Towards Linguistic Neural Representation Learning and Sentence Retrieval from Electroencephalogram Recordings0
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning0
Judgment2vec: Apply Graph Analytics to Searching and Recommendation of Similar Judgments0
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented GenerationCode4
Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering0
Retrieval Augmentation via User Interest Clustering0
Generative Language Models with Retrieval Augmented Generation for Automated Short Answer Scoring0
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph DatabasesCode7
SLIM-RAFT: A Novel Fine-Tuning Approach to Improve Cross-Linguistic Performance for Mercosur Common Nomenclature0
ArtVLM: Attribute Recognition Through Vision-Based Prefix Language Modeling0
FLASH: Federated Learning-Based LLMs for Advanced Query Processing in Social Networks through RAG0
KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models0
AMES: Asymmetric and Memory-Efficient Similarity Estimation for Instance-level RetrievalCode1
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
ASR-enhanced Multimodal Representation Learning for Cross-Domain Product Retrieval0
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering0
LLM Agents Improve Semantic Code Search0
Wiping out the limitations of Large Language Models -- A Taxonomy for Retrieval Augmented Generation0
Development of REGAI: Rubric Enabled Generative Artificial Intelligence0
Entity Retrieval for Answering Entity-Centric Questions0
Latent-INR: A Flexible Framework for Implicit Representations of Videos with Discriminative Semantics0
MaFreeI2P: A Matching-Free Image-to-Point Cloud Registration Paradigm with Active Camera Pose Retrieval0
Explosive neural networks via higher-order interactions in curved statistical manifolds0
COM Kitchens: An Unedited Overhead-view Video Dataset as a Vision-Language BenchmarkCode1
Generative Retrieval with Few-shot Indexing0
Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval0
MALADE: Orchestration of LLM-powered Agents with Retrieval Augmented Generation for PharmacovigilanceCode1
On Validation of Search & Retrieval of Tissue Images in Digital Pathology0
DebateQA: Evaluating Question Answering on Debatable KnowledgeCode1
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs0
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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