SOTAVerified

Information Retrieval

Information retrieval is the task of ranking a list of documents or search results in response to a query

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Papers

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Showing 4351–4375 of 4740 papers

TitleStatusHype
Deploying Large Language Models With Retrieval Augmented GenerationCode0
Beyond Relevance: Evaluate and Improve Retrievers on Perspective AwarenessCode0
A Comparison of Centrality Measures for Graph-Based Keyphrase ExtractionCode0
IRSC: A Zero-shot Evaluation Benchmark for Information Retrieval through Semantic Comprehension in Retrieval-Augmented Generation ScenariosCode0
The Effectiveness of Graph Contrastive Learning on Mathematical Information RetrievalCode0
Finding Needles in Emb(a)dding Haystacks: Legal Document Retrieval via Bagging and SVR EnsemblesCode0
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of RelevanceCode0
PUNCH: Positive UNlabelled Classification based information retrieval in Hyperspectral imagesCode0
Multimodal Tree Decoder for Table of Contents Extraction in Document ImagesCode0
Financial Report Chunking for Effective Retrieval Augmented GenerationCode0
Is Non-IID Data a Threat in Federated Online Learning to Rank?Code0
Multimodal weighted graph representation for information extraction from visually rich documents.Code0
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based ApproachCode0
Iterative NLP Query Refinement for Enhancing Domain-Specific Information Retrieval: A Case Study in Career ServicesCode0
Few shot chain-of-thought driven reasoning to prompt LLMs for open ended medical question answeringCode0
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized FormatsCode0
Feature Fusion Revisited: Multimodal CTR Prediction for MMCTR ChallengeCode0
FathomGPT: A Natural Language Interface for Interactively Exploring Ocean Science DataCode0
Multi-Perspective Relevance Matching with Hierarchical ConvNets for Social Media SearchCode0
Push-pull Feedback Implements Hierarchical Information Retrieval EfficientlyCode0
Wrong Answers Can Also Be Useful: PlausibleQA -- A Large-Scale QA Dataset with Answer Plausibility ScoresCode0
Comparative Analysis of Pretrained Audio Representations in Music Recommender SystemsCode0
Jack the Reader -- A Machine Reading FrameworkCode0
One Law, Many Languages: Benchmarking Multilingual Legal Reasoning for Judicial SupportCode0
Dense Passage Retrieval in Conversational SearchCode0
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All datasetsBSARDMS MARCOCQADupStackTREC-PMAmazonMSLR WEB30KMSMARCOMTEBNews HeadlinesOhsumed

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Two-tower Bi-Encoder (RoBERTa)Recall@10074.78—Unverified
2Siamese Bi-Encoder (RoBERTa)Recall@10071.63—Unverified
3BM25Recall@10051.33—Unverified
#ModelMetricClaimedVerifiedStatus
1RetroMAE v2MRR@1042.58—Unverified
2ConAE-256Time (ms)0.33—Unverified
3ConAE-128Time (ms)0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-BE-5.8BmAP@1000.16—Unverified
2TSDAEmAP@1000.15—Unverified
#ModelMetricClaimedVerifiedStatus
1hpipubcommoninfNDCG0.56—Unverified
2hpictallinfNDCG0.55—Unverified
#ModelMetricClaimedVerifiedStatus
1MINDHR@300.32—Unverified
#ModelMetricClaimedVerifiedStatus
1Distilled NetworknDCG@100.53—Unverified
#ModelMetricClaimedVerifiedStatus
1RetroMAEMRR@100.42—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-5.8B-msmarconDCG@1050.25—Unverified
#ModelMetricClaimedVerifiedStatus
1Information Retrieval + SVM1:1 Accuracy83.79—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT+CONCEPT FILTERNDCG0.25—Unverified