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 651–675 of 4740 papers

TitleStatusHype
Cooperative Multi-Agent Deep Reinforcement Learning in Content Ranking Optimization—0
Pairwise Judgment Formulation for Semantic Embedding Model in Web Search—0
Saliency Detection in Educational Videos: Analyzing the Performance of Current Models, Identifying Limitations and Advancement Directions—0
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented GenerationCode4
Judgment2vec: Apply Graph Analytics to Searching and Recommendation of Similar Judgments—0
FLASH: Federated Learning-Based LLMs for Advanced Query Processing in Social Networks through RAG—0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
BioRAG: A RAG-LLM Framework for Biological Question Reasoning—0
ChordSync: Conformer-Based Alignment of Chord Annotations to Music Audio—0
Towards Explainable and Interpretable Musical Difficulty Estimation: A Parameter-efficient ApproachCode0
A Qualitative Study on Using ChatGPT for Software Security: Perception vs. Practicality—0
SAKR: Enhancing Retrieval-Augmented Generation via Streaming Algorithm and K-Means Clustering—0
JaColBERTv2.5: Optimising Multi-Vector Retrievers to Create State-of-the-Art Japanese Retrievers with Constrained Resources—0
Analyzing and reducing the synthetic-to-real transfer gap in Music Information Retrieval: the task of automatic drum transcription—0
MindSearch: Mimicking Human Minds Elicits Deep AI SearcherCode9
LawLLM: Law Large Language Model for the US Legal System—0
A Survey Forest Diagram : Gain a Divergent Insight View on a Specific Research Topic—0
How to Leverage Personal Textual Knowledge for Personalized Conversational Information RetrievalCode0
Text-to-Battery Recipe: A language modeling-based protocol for automatic battery recipe extraction and retrieval—0
NV-Retriever: Improving text embedding models with effective hard-negative mining—0
Training Zero-Shot Generalizable End-to-End Task-Oriented Dialog System Without Turn-level Dialog Annotations—0
Assessing Brittleness of Image-Text Retrieval Benchmarks from Vision-Language Models Perspective—0
Unipa-GPT: Large Language Models for university-oriented QA in ItalianCode0
Semi-Supervised Contrastive Learning of Musical RepresentationsCode1
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities—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