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

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Showing 2551–2575 of 14297 papers

TitleStatusHype
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models—0
LLMJudge: LLMs for Relevance JudgmentsCode1
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models—0
Report on the 1st Workshop on Large Language Model for Evaluation in Information Retrieval (LLM4Eval 2024) at SIGIR 2024—0
AI-assisted Coding with Cody: Lessons from Context Retrieval and Evaluation for Code Recommendations—0
HistoKernel: Whole Slide Image Level Maximum Mean Discrepancy Kernels for Pan-Cancer Predictive ModellingCode0
Early Exit Strategies for Approximate k-NN Search in Dense RetrievalCode0
Retrieval-augmented code completion for local projects using large language models—0
Neural Machine UnrankingCode0
FiSTECH: Financial Style Transfer to Enhance Creativity without Hallucinations in LLMs—0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs—0
A Hybrid RAG System with Comprehensive Enhancement on Complex Reasoning—0
Enhancing Relevance of Embedding-based Retrieval at Walmart—0
Rag and Roll: An End-to-End Evaluation of Indirect Prompt Manipulations in LLM-based Application Frameworks—0
Relevance Filtering for Embedding-based RetrievalCode1
Towards Linguistic Neural Representation Learning and Sentence Retrieval from Electroencephalogram Recordings—0
CREST: Effectively Compacting a Datastore For Retrieval-Based Speculative Decoding—0
Pairing Clustered Inverted Indexes with kNN Graphs for Fast Approximate Retrieval over Learned Sparse Representations—0
Enhanced Semantic Graph Based Approach With Sentiment Analysis For User Interest Retrieval From Social Sites—0
Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering—0
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented GenerationCode4
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning—0
Judgment2vec: Apply Graph Analytics to Searching and Recommendation of Similar Judgments—0
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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