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 501–550 of 4740 papers

TitleStatusHype
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge RetrieversCode1
Optimizing Keyphrase Ranking for Relevance and Diversity Using Submodular Function Optimization (SFO)Code0
Quam: Adaptive Retrieval through Query Affinity ModellingCode0
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems—0
Two are better than one: Context window extension with multi-grained self-injectionCode0
Understanding Ranking LLMs: A Mechanistic Analysis for Information Retrieval—0
Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information RetrievalCode0
An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A PlatformsCode0
Bridging Search and Recommendation in Generative Retrieval: Does One Task Help the Other?—0
A Survey of Conversational Search—0
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
Systematic Exploration of Dialogue Summarization Approaches for Reproducibility, Comparative Assessment, and Methodological Innovations for Advancing Natural Language Processing in Abstractive Summarization—0
Leveraging Retrieval-Augmented Generation for Culturally Inclusive Hakka Chatbots: Design Insights and User Perceptions—0
Enhancing Retrieval Performance: An Ensemble Approach For Hard Negative Mining—0
SPFresh: Incremental In-Place Update for Billion-Scale Vector Search—0
Backdoored Retrievers for Prompt Injection Attacks on Retrieval Augmented Generation of Large Language Models—0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
Fast proxy centers for Jeffreys centroids: The Jeffreys-Fisher-Rao and the inductive Gauss-Bregman centers—0
Pessimistic Evaluation—0
Best in Tau@LLMJudge: Criteria-Based Relevance Evaluation with Llama3—0
CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language ModelsCode2
Private Counterfactual Retrieval—0
Retrieval-Enhanced Named Entity Recognition—0
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
Towards Computational Analysis of Pansori Singing—0
QUIDS: Query Intent Generation via Dual Space Modeling—0
Layer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies—0
Exploiting LLMs' Reasoning Capability to Infer Implicit Concepts in Legal Information Retrieval—0
On the Role of Activation Functions in EEG-To-Text Decoder—0
A Cross-Lingual Statutory Article Retrieval Dataset for Taiwan Legal StudiesCode0
MAIR: A Massive Benchmark for Evaluating Instructed RetrievalCode1
SplitLLM: Collaborative Inference of LLMs for Model Placement and Throughput Optimization—0
Agentic Information Retrieval—0
State of NLP in Kenya: A Survey—0
StepTool: A Step-grained Reinforcement Learning Framework for Tool Learning in LLMsCode1
Music Genre Classification using Large Language ModelsCode0
Performance Evaluation in Multimedia Retrieval—0
An Overview of zbMATH Open Digital Library—0
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRA—0
LightRAG: Simple and Fast Retrieval-Augmented GenerationCode14
Information Discovery in e-Commerce—0
Differential TransformerCode2
ReasoningRank: Teaching Student Models to Rank through Reasoning-Based Knowledge Distillation—0
MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs—0
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks—0
Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community RetrievalCode2
Ordinal Preference Optimization: Aligning Human Preferences via NDCGCode0
Discovering Biases in Information Retrieval Models Using Relevance Thesaurus as Global Explanation—0
Scalable Frame-based Construction of Sociocultural NormBases for Socially-Aware Dialogues—0
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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