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Information Retrieval

11개 벤치마크 · 논문 5,227편 · 이 태스크의 논문 보기 →

Benchmarks

BSARD

결과 3개

MS MARCO

결과 3개

CQADupStack

결과 2개

MTEB

결과 2개

TREC-PM

결과 2개

!(()&&!|*|*|

결과 1개

Amazon

결과 1개

MSLR-WEB30K

결과 1개

MSMARCO

결과 1개

News Headlines

결과 1개

Ohsumed

결과 1개

Most implemented

Papers

A Living Benchmark for Information Retrieval from Electronic Health Records

2026-09-24 · Jordan L. Cahoon, Chloe O. Stanwyck, Sulaiman Somani, Philip Chung 외 arxiv

Large language model (LLM)-based clinical assistants are increasingly being integrated into electronic health record (EHR) systems, transforming how clinicians retrieve and synthesize information from patient records. Th…

Information Retrieval

Self-Evolving Search Index

2026-09-17 · Sangam Lee, Wonjae Lee, Sunghwan Kim, Deogyong Kim 외 hf

Information retrieval is increasingly important as LLM agents tackle complex tasks involving diverse information needs. Because retrieval relies on an index that represents each document through index keys, retrieval qua…

Information Retrieval

SpectralShift: Effective Context Window Extension of Gated DeltaNet via Spectral Reparameterization

2026-09-13 · Zian Liu, Yiwen Hu, Zican Dong, Tian Xie 외 hf

Recently, linear attention layers have been increasingly adopted to replace softmax attention at scale for long-context modeling. However, existing context extension approaches typically apply continued pretraining direc…

Continual PretrainingInformation Retrieval

Shadow Queries for Private Retrieval in Vector Databases

2026-09-04 · Xinguo Feng, Zhongkui Ma, Zihan Wang, Chuan Yan 외 arxiv

Large language models (LLMs) increasingly rely on information retrieval (IR) systems, such as Retrieval-Augmented Generation (RAG), to incorporate domain-specific knowledge without costly re-training. These systems often…

Information Retrieval

Learning to Reason and Use Tools through Unsupervised Fine-Tuning in Task-Oriented Dialog Systems

2026-08-31 · Markel Ferro, Oier Lopez de Lacalle arxiv

Current dialogue systems struggle with dynamic information retrieval, often leading to hallucinations and lower response accuracy. We address this by adapting the ReAct framework for Task-Oriented Dialogue, enabling Larg…

Domain GeneralizationInformation Retrieval

MULTI3IR: A Benchmark for Multi-perspective Multi-domain Multi-modal Information Retrieval

2026-08-31 · Seokwon Song, Sohyeon Kim, Gunhee Kim hf

Information retrieval (IR) increasingly targets open-ended queries that admit diverse perspectives. Existing IR benchmarks, however, focus primarily on closed-ended queries, while even open-ended benchmarks largely consi…

Information Retrieval

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