SOTAVerified

Information Retrieval

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

( Image credit: sudhanshumittal )

Papers

Showing 10011050 of 4740 papers

TitleStatusHype
Rx Strategist: Prescription Verification using LLM Agents System0
Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 20240
Word and Phrase Features in Graph Convolutional Network for Automatic Question Classification0
R2GQA: Retriever-Reader-Generator Question Answering System to Support Students Understanding Legal Regulations in Higher Education0
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks0
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question AnsweringCode0
A Counterfactual Explanation Framework for Retrieval Models0
Understanding the User: An Intent-Based Ranking Dataset0
SynDL: A Large-Scale Synthetic Test Collection for Passage Retrieval0
Event Extraction for Portuguese: A QA-driven Approach using ACE-20050
Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever0
Persuasion Games using Large Language Models0
Knowledge Discovery in Optical Music Recognition: Enhancing Information Retrieval with Instance Segmentation0
Measuring publication relatedness using controlled vocabularies0
MODOC: A Modular Interface for Flexible Interlinking of Text Retrieval and Text Generation FunctionsCode0
Biased Dueling Bandits with Stochastic Delayed Feedback0
DeepVoting: Learning Voting Rules with Tailored Embeddings0
Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning0
Knowledge Graph Modeling-Driven Large Language Model Operating System (LLM OS) for Task Automation in Process Engineering Problem-Solving0
Multi-Faceted Question Complexity Estimation Targeting Topic Domain-Specificity0
The Russian-focused embedders' exploration: ruMTEB benchmark and Russian embedding model design0
Mathematical Information Retrieval: Search and Question Answering0
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian PhilosophyCode0
Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design0
Combining Objective and Subjective Perspectives for Political News Understanding0
Synergistic Approach for Simultaneous Optimization of Monolingual, Cross-lingual, and Multilingual Information Retrieval0
Reconciling Methodological Paradigms: Employing Large Language Models as Novice Qualitative Research Assistants in Talent Management Research0
NLP for The Greek Language: A Longer Survey0
Carbon Footprint Accounting Driven by Large Language Models and Retrieval-augmented Generation0
Icing on the Cake: Automatic Code Summarization at Ericsson0
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language ModelsCode0
Hindi-BEIR : A Large Scale Retrieval Benchmark in Hindi0
PhysBERT: A Text Embedding Model for Physics Scientific Literature0
Meta Knowledge for Retrieval Augmented Large Language Models0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
Mamba Retriever: Utilizing Mamba for Effective and Efficient Dense Retrieval0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs0
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction0
Report on the 1st Workshop on Large Language Model for Evaluation in Information Retrieval (LLM4Eval 2024) at SIGIR 20240
Neural Machine UnrankingCode0
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models0
Cooperative Multi-Agent Deep Reinforcement Learning in Content Ranking Optimization0
Saliency Detection in Educational Videos: Analyzing the Performance of Current Models, Identifying Limitations and Advancement Directions0
Judgment2vec: Apply Graph Analytics to Searching and Recommendation of Similar Judgments0
Pairwise Judgment Formulation for Semantic Embedding Model in Web Search0
FLASH: Federated Learning-Based LLMs for Advanced Query Processing in Social Networks through RAG0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
BioRAG: A RAG-LLM Framework for Biological Question Reasoning0
ChordSync: Conformer-Based Alignment of Chord Annotations to Music Audio0
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Benchmark Results

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