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 1451–1500 of 4740 papers

TitleStatusHype
Improving Long Document Topic Segmentation Models With Enhanced Coherence Modeling—0
Towards Safer Operations: An Expert-involved Dataset of High-Pressure Gas Incidents for Preventing Future FailuresCode0
Text Summarization Using Large Language Models: A Comparative Study of MPT-7b-instruct, Falcon-7b-instruct, and OpenAI Chat-GPT ModelsCode0
Findability: A Novel Measure of Information Accessibility—0
Unsupervised Domain Adaption for Neural Information Retrieval—0
A ML-LLM pairing for better code comment classification—0
On Using GUI Interaction Data to Improve Text Retrieval-based Bug LocalizationCode0
Impact of time and note duration tokenizations on deep learning symbolic music modelingCode0
Search-Adaptor: Embedding Customization for Information Retrieval—0
Preliminary Results of a Scientometric Analysis of the German Information Retrieval Community 2020-2023Code0
An Analysis on Large Language Models in Healthcare: A Case Study of BioBERT—0
Validating Synthetic Usage Data in Living Lab EnvironmentsCode0
Query-dominant User Interest Network for Large-Scale Search Ranking—0
GPT-4 as an Agronomist Assistant? Answering Agriculture Exams Using Large Language Models—0
Get the gist? Using large language models for few-shot decontextualization—0
Augmented Embeddings for Custom Retrievals—0
A Knowledge Graph-Based Search Engine for Robustly Finding Doctors and Locations in the Healthcare Domain—0
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory SearchCode0
Investigating the Influence of Legal Case Retrieval Systems on Users' Decision Process—0
H-RANSAC, an algorithmic variant for Homography image transform from featureless point sets: application to video-based football analyticsCode0
Keyword Augmented Retrieval: Novel framework for Information Retrieval integrated with speech interface—0
Conversational Factor Information Retrieval Model (ConFIRM)Code0
An Efficient Content-based Time Series Retrieval System—0
EALM: Introducing Multidimensional Ethical Alignment in Conversational Information RetrievalCode0
Scaling Up Music Information Retrieval Training with Semi-Supervised Learning—0
Variance-Aware Regret Bounds for Stochastic Contextual Dueling BanditsCode0
A Brief History of Prompt: Leveraging Language Models. (Through Advanced Prompting)—0
Unsupervised Large Language Model Alignment for Information Retrieval via Contrastive Feedback—0
Using Weak Supervision and Data Augmentation in Question Answering—0
Federated Deep Equilibrium Learning: Harnessing Compact Global Representations to Enhance Personalization—0
Fine-tuning and aligning question answering models for complex information extraction tasks—0
When Automated Assessment Meets Automated Content Generation: Examining Text Quality in the Era of GPTsCode0
Performance Conditioning for Diffusion-Based Multi-Instrument Music Synthesis—0
Towards Robust and Truly Large-Scale Audio-Sheet Music Retrieval—0
SE-PEF: a Resource for Personalized Expert FindingCode0
Motif-Centric Representation Learning for Symbolic MusicCode0
Benchmarks for Pirá 2.0, a Reading Comprehension Dataset about the Ocean, the Brazilian Coast, and Climate Change—0
Selecting which Dense Retriever to use for Zero-Shot Search—0
Bridging Dense and Sparse Maximum Inner Product Search—0
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and DatasetsCode0
Zero-shot Audio Topic Reranking using Large Language Models—0
CONVERSER: Few-Shot Conversational Dense Retrieval with Synthetic Data GenerationCode0
Long-Range Transformer Architectures for Document UnderstandingCode0
Streamlined Data Fusion: Unleashing the Power of Linear Combination with Minimal Relevance Judgments—0
Retrieving Evidence from EHRs with LLMs: Possibilities and ChallengesCode0
Denoising Attention for Query-aware User Modeling in Personalized Search—0
A Survey on Multi-Behavior Sequential Recommendation—0
Improving Neural Ranking Models with Traditional IR MethodsCode0
Learning Efficient Representations for Image-Based Patent Retrieval—0
LLM2KB: Constructing Knowledge Bases using instruction tuned context aware Large Language ModelsCode0
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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