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

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

A. Edwards
Jose Camacho-Collados
    LRM
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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
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
Active Few-Shot Learning for Text Classification
Saeed Ahmadnia
Arash Yousefi Jordehi
Mahsa Hosseini Khasheh Heyran
Seyed Abolghasem Mirroshandel
Owen Rambow
Cornelia Caragea
48
0
0
26 Feb 2025
Leveraging Open-Source Large Language Models for Native Language Identification
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
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
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
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
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
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
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
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
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference
Timo Schick
Hinrich Schütze
256
1,584
0
21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding
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