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 11–20 of 4740 papers

TitleStatusHype
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning AgentsCode4
Semantic similarity estimation for domain specific data using BERT and other techniques—0
Universal Music Representations? Evaluating Foundation Models on World Music CorporaCode0
Empowering Graph-based Approximate Nearest Neighbor Search with Adaptive Awareness Capabilities—0
Context manipulation attacks : Web agents are susceptible to corrupted memory—0
FormGym: Doing Paperwork with Agents—0
InsertRank: LLMs can reason over BM25 scores to Improve Listwise Reranking—0
Fretting-Transformer: Encoder-Decoder Model for MIDI to Tablature Transcription—0
Hierarchical Multi-Positive Contrastive Learning for Patent Image Retrieval—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