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 901–925 of 14297 papers

TitleStatusHype
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
An Empirical Study of Multimodal Model MergingCode1
Efficient Nearest Neighbor Search for Cross-Encoder Models using Matrix FactorizationCode1
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust LearningCode1
FairDiverse: A Comprehensive Toolkit for Fair and Diverse Information Retrieval AlgorithmsCode1
An Empirical Study of Vehicle Re-Identification on the AI City ChallengeCode1
A Differentiable Semantic Metric Approximation in Probabilistic Embedding for Cross-Modal RetrievalCode1
CodeCMR: Cross-Modal Retrieval For Function-Level Binary Source Code MatchingCode1
FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented GenerationCode1
Bridge Correlational Neural Networks for Multilingual Multimodal Representation LearningCode1
Codified audio language modeling learns useful representations for music information retrievalCode1
Efficiently predicting high resolution mass spectra with graph neural networksCode1
Bridging Video-text Retrieval with Multiple Choice QuestionsCode1
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted ListCode1
CoFiNet: Reliable Coarse-to-fine Correspondences for Robust PointCloud RegistrationCode1
Fast and Accurate Factual Inconsistency Detection Over Long DocumentsCode1
Cognitive Reframing of Negative Thoughts through Human-Language Model InteractionCode1
Fast and Incremental Loop Closure Detection Using Proximity GraphsCode1
Breaking the Frame: Visual Place Recognition by Overlap PredictionCode1
COLA: A Benchmark for Compositional Text-to-image RetrievalCode1
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware SamplingCode1
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)Code1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
Collaborative Retrieval for Large Language Model-based Conversational Recommender SystemsCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
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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