Sentence Classification

6개 벤치마크 · 논문 313편 · 이 태스크의 논문 보기 →

Benchmarks

Most implemented

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

2018-10-11 · 구현 534개

Convolutional Neural Networks for Sentence Classification

2014-08-25 · 구현 118개

BioBERT: a pre-trained biomedical language representation model for biomedical text mining

2019-01-25 · 구현 19개

A Sensitivity Analysis of (and Practitioners' Guide to) Convolutional Neural Networks for Sentence Classification

2015-10-13 · 구현 19개

PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts

2017-10-17 · 구현 9개

SciBERT: A Pretrained Language Model for Scientific Text

2019-03-26 · 구현 6개

Papers

Joint Text-Audio Alignment for EEG-to-Text Decoding in Chinese Speech Production and Perception

2026-07-28 · Tian Zheng, Xurong Xie, Xinxin Zhu, Xiaolan Peng 외 arxiv

Decoding speech information directly from scalp electroencephalography (EEG) into text provides a potential non-invasive neural communication pathway for individuals with severe speech and motor impairments. Compared wit…

Sentence Classification Contrastive Learning

To Redact, or not to Redact? A Local LLM Approach to Deliberative Process Privilege Classification

2026-05-11 · Maik Larooij, David Graus arxiv

Government transparency laws, like the Freedom of Information (FOIA) acts in the United States and United Kingdom, and the Woo (Open Government Act) in the Netherlands, grant citizens the right to directly request docume…

Sensitivity Classification Sentence Classification

Max-pooling Network Revisited: Analyzing the Role of Semantic Probability in Multiple Instance Learning for Hallucination Detection

2026-05-09 · Shota Fujikawa, Issei Sato arxiv

Hallucination detection has become increasingly important for improving the reliability of large language models (LLMs). Recently, hybrid approaches such as HaMI, which combine semantic consistency with internal model st…

Multiple Instance Learning Sentence Classification Semantic Similarity

Why Better Cross-Lingual Alignment Fails for Better Cross-Lingual Transfer: Case of Encoders

2026-03-19 · Yana Veitsman, Yihong Liu, Hinrich Schütze arxiv

Better cross-lingual alignment is often assumed to yield better cross-lingual transfer. However, explicit alignment techniques -- despite increasing embedding similarity -- frequently fail to improve token-level downstre…

Sentence Classification Cross-Lingual Transfer POS Tagging

LAMUS: A Large-Scale Corpus for Legal Argument Mining from U.S. Caselaw using LLMs

2026-03-09 · Serene Wang, Lavanya Pobbathi, Haihua Chen arxiv

Legal argument mining aims to identify and classify the functional components of judicial reasoning, such as facts, issues, rules, analysis, and conclusions. Progress in this area is limited by the lack of large-scale, h…

Sentence Classification Argument Mining

To Predict or Not to Predict? Towards reliable uncertainty estimation in the presence of noise

2026-03-07 · Nouran Khallaf, Serge Sharoff arxiv

This study examines the role of uncertainty estimation (UE) methods in multilingual text classification under noisy and non-topical conditions. Using a complex-vs-simple sentence classification task across several langua…

Sentence Classification Text Classification

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