Sentence Classification

105 papers with code • 6 benchmarks • 14 datasets

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Libraries

Use these libraries to find Sentence Classification models and implementations

Multi-Granularity Guided Fusion-in-Decoder

eunseongc/mgfid 3 Apr 2024

In Open-domain Question Answering (ODQA), it is essential to discern relevant contexts as evidence and avoid spurious ones among retrieved results.

7
03 Apr 2024

Neural Architecture Search for Sentence Classification with BERT

themody/nasforsentenceembeddingheads 27 Mar 2024

Pre training of language models on large text corpora is common practice in Natural Language Processing.

0
27 Mar 2024

Detecting AI-Generated Sentences in Realistic Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights

douglashiwo/aisentencedetection 6 Mar 2024

Our empirical findings highlight (1) detecting AI-generated sentences in hybrid texts is overall a challenging task because (1. 1) human writers' selecting and even editing AI-generated sentences based on personal preferences adds difficulty in identifying the authorship of segments; (1. 2) the frequent change of authorship between neighboring sentences within the hybrid text creates difficulties for segment detectors in identifying authorship-consistent segments; (1. 3) the short length of text segments within hybrid texts provides limited stylistic cues for reliable authorship determination; (2) before embarking on the detection process, it is beneficial to assess the average length of segments within the hybrid text.

0
06 Mar 2024

AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification

ukplab/adasent 1 Nov 2023

As a solution, we propose AdaSent, which decouples SEPT from DAPT by training a SEPT adapter on the base PLM.

10
01 Nov 2023

Detecting Sexual Content at the Sentence Level in First Millennium Latin Texts

lascivaroma/seligator 25 Sep 2023

In this study, we propose to evaluate the use of deep learning methods for semantic classification at the sentence level to accelerate the process of corpus building in the field of humanities and linguistics, a traditional and time-consuming task.

0
25 Sep 2023

Sentence-to-Label Generation Framework for Multi-task Learning of Japanese Sentence Classification and Named Entity Recognition

ganchengguang/SLG-framework 28 Jun 2023

Information extraction(IE) is a crucial subfield within natural language processing.

3
28 Jun 2023

Rediscovering Hashed Random Projections for Efficient Quantization of Contextualized Sentence Embeddings

satzbeleg/study-hrp 13 Mar 2023

Training and inference on edge devices often requires an efficient setup due to computational limitations.

0
13 Mar 2023

DISCO: Distilling Counterfactuals with Large Language Models

eric11eca/disco 20 Dec 2022

However, high-quality counterfactual data is scarce for most tasks and not easily generated at scale.

31
20 Dec 2022

DigiCall: A Benchmark for Measuring the Maturity of Digital Strategy through Company Earning Calls

hpataci/DigiCall FinNLP@EMNLP 2022

Digital transformation reinvents companies, their vision and strategy, organizational structure, processes, capabilities, and culture, and enables the development of new or enhanced products and services delivered to customers more efficiently.

5
08 Dec 2022