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 301–325 of 4740 papers

TitleStatusHype
GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity?Code2
Efficient Knowledge Feeding to Language Models: A Novel Integrated Encoder-Decoder Architecture—0
Cross-Encoder Rediscovers a Semantic Variant of BM25—0
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy—0
Disrupt Your Research Using Generative AI Powered ScienceSageCode0
Musical Score Following using Statistical InferenceCode0
LLM Alignment as Retriever Optimization: An Information Retrieval Perspective—0
Syntriever: How to Train Your Retriever with Synthetic Data from LLMsCode1
A Classification System Approach in Predicting Chinese Censorship—0
Structured Token Retention and Computational Memory Paths in Large Language Models—0
Scientometric Analysis of the German IR Community within TREC & CLEF—0
Control Search Rankings, Control the World: What is a Good Search Engine?—0
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented GenerationCode4
Memento No More: Coaching AI Agents to Master Multiple Tasks via Hints Internalization—0
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models—0
Scalable-Softmax Is Superior for AttentionCode1
Emancipatory Information Retrieval—0
Illusions of Relevance: Using Content Injection Attacks to Deceive Retrievers, Rerankers, and LLM JudgesCode0
Shared DIFF Transformer—0
Music2Latent2: Audio Compression with Summary Embeddings and Autoregressive Decoding—0
DINT Transformer—0
Linguistic Analysis of Sinhala YouTube Comments on Sinhala Music Videos: A Dataset Study—0
Enhanced Retrieval of Long Documents: Leveraging Fine-Grained Block Representations with Large Language Models—0
Survey: Understand the challenges of MachineLearning Experts using Named EntityRecognition Tools—0
Scaling Large Vision-Language Models for Enhanced Multimodal Comprehension In Biomedical Image Analysis—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