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 13511400 of 14297 papers

TitleStatusHype
Towards Unified Text-based Person Retrieval: A Large-scale Multi-Attribute and Language Search BenchmarkCode1
Learning to Relate to Previous Turns in Conversational SearchCode1
I^3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage RetrievalCode1
Towards In-context Scene UnderstandingCode1
Revisiting the Role of Language Priors in Vision-Language ModelsCode1
GAIA Search: Hugging Face and Pyserini Interoperability for NLP Training Data ExplorationCode1
End-to-end Knowledge Retrieval with Multi-modal QueriesCode1
TimelineQA: A Benchmark for Question Answering over TimelinesCode1
Label-Retrieval-Augmented Diffusion Models for Learning from Noisy LabelsCode1
Chatting Makes Perfect: Chat-based Image RetrievalCode1
UKP-SQuARE: An Interactive Tool for Teaching Question AnsweringCode1
Structure-Aware Language Model Pretraining Improves Dense Retrieval on Structured DataCode1
The Information Retrieval Experiment PlatformCode1
AdANNS: A Framework for Adaptive Semantic SearchCode1
ChatGPT-powered Conversational Drug Editing Using Retrieval and Domain FeedbackCode1
Test-Time Adaptation with CLIP Reward for Zero-Shot Generalization in Vision-Language ModelsCode1
Test-Time Training on Nearest Neighbors for Large Language ModelsCode1
FuseCap: Leveraging Large Language Models for Enriched Fused Image CaptionsCode1
Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive TasksCode1
FACTUAL: A Benchmark for Faithful and Consistent Textual Scene Graph ParsingCode1
Towards Better Entity Linking with Multi-View Enhanced DistillationCode1
Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-InCode1
Bridging the Domain Gaps in Context Representations for k-Nearest Neighbor Neural Machine TranslationCode1
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
Multiview Identifiers Enhanced Generative RetrievalCode1
DataFinder: Scientific Dataset Recommendation from Natural Language DescriptionsCode1
Text-to-Motion Retrieval: Towards Joint Understanding of Human Motion Data and Natural LanguageCode1
ChatCAD+: Towards a Universal and Reliable Interactive CAD using LLMsCode1
Candidate Set Re-ranking for Composed Image Retrieval with Dual Multi-modal EncoderCode1
Language Models Implement Simple Word2Vec-style Vector ArithmeticCode1
ConvGQR: Generative Query Reformulation for Conversational SearchCode1
C-STS: Conditional Semantic Textual SimilarityCode1
Privacy Implications of Retrieval-Based Language ModelsCode1
Training on Thin Air: Improve Image Classification with Generated DataCode1
A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation AnalysisCode1
DAPR: A Benchmark on Document-Aware Passage RetrievalCode1
SciMON: Scientific Inspiration Machines Optimized for NoveltyCode1
Polyglot or Not? Measuring Multilingual Encyclopedic Knowledge in Foundation ModelsCode1
EDIS: Entity-Driven Image Search over Multimodal Web ContentCode1
RetICL: Sequential Retrieval of In-Context Examples with Reinforcement LearningCode1
Generative Retrieval via Term Set GenerationCode1
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge ConflictsCode1
Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical StudyCode1
Text-Video Retrieval with Disentangled Conceptualization and Set-to-Set AlignmentCode1
How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain SettingsCode1
Empower Large Language Model to Perform Better on Industrial Domain-Specific Question AnsweringCode1
Complex Claim Verification with Evidence Retrieved in the WildCode1
Decouple knowledge from parameters for plug-and-play language modelingCode1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
ReFIT: Relevance Feedback from a Reranker during InferenceCode1
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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