Language Models for Text Classification: Is In-Context Learning Enough?

26 March 2024

Papers citing "Language Models for Text Classification: Is In-Context Learning Enough?"

12 / 12 papers shown

Title
LLM-based Semantic Augmentation for Harmful Content Detection Elyas Meguellati Assaad Zeghina S. Sadiq Gianluca Demartini 32 0 0 22 Apr 2025
Active Few-Shot Learning for Text Classification Saeed Ahmadnia Arash Yousefi Jordehi Mahsa Hosseini Khasheh Heyran Seyed Abolghasem Mirroshandel Owen Rambow Cornelia Caragea 55 0 0 26 Feb 2025
Leveraging Open-Source Large Language Models for Native Language Identification Yee Man Ng Ilia Markov 25 0 0 15 Sep 2024
Concept Distillation from Strong to Weak Models via Hypotheses-to-Theories Prompting Emmanuel Aboah Boateng Cassiano O. Becker Nabiha Asghar Kabir Walia Ashwin Srinivasan Ehi Nosakhare Victor Dibia Soundar Srinivasan LRM 31 0 0 18 Aug 2024
RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content Joao Monteiro Pierre-Andre Noel Étienne Marcotte Sai Rajeswar Valentina Zantedeschi David Vazquez Nicolas Chapados Christopher Pal Perouz Taslakian 39 4 0 17 Jun 2024
Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification Martin Juan José Bucher Marco Martini ALM AI4MH 29 23 0 12 Jun 2024
Scalable Detection of Salient Entities in News Articles Eliyar Asgarieh K. Thadani Neil O'Hare 25 2 0 30 May 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,584 0 21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018