Efficient Few-Shot Learning Without Prompts

22 September 2022

ArXiv (abs)PDF HTML HuggingFace (3 upvotes)Github (2485★)

Papers citing "Efficient Few-Shot Learning Without Prompts"

50 / 100 papers shown

Title
Tackling a Challenging Corpus for Early Detection of Gambling Disorder: UNSL at MentalRiskES 2025 Horacio Thompson Marcelo Errecalde 76 0 0 28 Nov 2025
MAPROC at AHaSIS Shared Task: Few-Shot and Sentence Transformer for Sentiment Analysis of Arabic Hotel Reviews Randa Zarnoufi 40 0 0 19 Nov 2025
Generative AI for FFRDCs Arun S. Maiya AI4CE 48 0 0 25 Sep 2025
WolBanking77: Wolof Banking Speech Intent Classification Dataset Abdou Karim Kandji Frédéric Precioso Cheikh Ba Samba Ndiaye Augustin Ndione 165 0 0 23 Sep 2025
Detecting Pipeline Failures through Fine-Grained Analysis of Web Agents Daniel Röder Akhil Juneja Roland Roller S. Schmeier LLMAG 84 0 0 17 Sep 2025
Few-Shot Query Intent Detection via Relation-Aware Prompt Learning Liang Zhang Yuan Li Shijie Zhang Zheng Zhang Xitong Li 97 1 0 06 Sep 2025
ConspirED: A Dataset for Cognitive Traits of Conspiracy Theories and Large Language Model Safety Luke Bates Max Glockner Preslav Nakov Iryna Gurevych 80 0 0 28 Aug 2025
GLiClass: Generalist Lightweight Model for Sequence Classification Tasks Ihor Stepanov Mykhailo Shtopko Dmytro Vodianytskyi Oleksandr Lukashov Alexander Yavorskyi Mykyta Yaroshenko VLM 62 0 0 11 Aug 2025
Streamlining Admission with LOR Insights: AI-Based Leadership Assessment in Online Master's Program Meryem Yilmaz Soylu Adrian Gallard Jeonghyun Lee Gayane Grigoryan Rushil Desai Stephen Harmon 116 0 0 07 Aug 2025
Leveraging large language models for SQL behavior-based database intrusion detection Meital Shlezinger Shay Akirav Lei Zhou Liang Guo Avi Kessel Guoliang Li AAML 80 0 0 06 Aug 2025
Self-Anchored Attention Model for Sample-Efficient Classification of Prosocial Text Chat Zhuofang Li Rafal Kocielnik Fereshteh Soltani Penphob Boonyarungsrit A. Anandkumar R. Alvarez 97 1 0 10 Jun 2025
On Reasoning Strength Planning in Large Reasoning Models Leheng Sheng An Zhang Zijian Wu Weixiang Zhao Changshuo Shen Yi Zhang Xiang Wang Tat-Seng Chua LRM 100 7 0 10 Jun 2025
LASER: Stratified Selective Sampling for Instruction Tuning with Dedicated Scoring Strategy Paramita Mirza Lucas Weber Fabian Küch 240 0 0 28 May 2025
Unveiling Dual Quality in Product Reviews: An NLP-Based Approach Rafał Poświata Marcin Michał Mirończuk Sławomir Dadas Małgorzata Grębowiec Michał Perełkiewicz AAML 111 0 0 25 May 2025
ReqBrain: Task-Specific Instruction Tuning of LLMs for AI-Assisted Requirements Generation Mohammad Kasra Habib Daniel Graziotin Stefan Wagner 342 0 0 23 May 2025
OnPrem.LLM: A Privacy-Conscious Document Intelligence Toolkit Arun S. Maiya KELM 159 3 0 12 May 2025
Divide (Text) and Conquer (Sentiment): Improved Sentiment Classification by Constituent Conflict Resolution Jan Kościałkowski Paweł Marcinkowski 152 0 0 08 May 2025
Controlled Territory and Conflict Tracking (CONTACT): (Geo-)Mapping Occupied Territory from Open Source Intelligence Paul K. Mandal Cole Leo Connor Hurley 198 0 0 18 Apr 2025
Code Red! On the Harmfulness of Applying Off-the-shelf Large Language Models to Programming Tasks Ali Al-Kaswan Sebastian Deatc Begüm Koç Arie van Deursen Maliheh Izadi AAML 266 1 0 02 Apr 2025
Beyond Negation Detection: Comprehensive Assertion Detection Models for Clinical NLP Veysel Kocaman Yigit Gul M. Aytug Kaya H. Haq Mehmet Butgul Cabir Celik D. Talby MedIm 122 2 0 21 Mar 2025
Annotating Scientific Uncertainty: A comprehensive model using linguistic patterns and comparison with existing approaches Panggih Kusuma Ningrum Philipp Mayr N. Smirnova Iana Atanassova UQLM 257 1 0 14 Mar 2025
Wikipedia is Not a Dictionary, Delete! Text Classification as a Proxy for Analysing Wiki Deletion Discussions Hsuvas Borkakoty Luis Espinosa-Anke KELM 186 0 0 13 Mar 2025
MoVer: Motion Verification for Motion Graphics AnimationsACM Transactions on Graphics (TOG), 2025 Jiaju Ma Maneesh Agrawala VGen 277 6 0 19 Feb 2025
Automatic Labelling with Open-source LLMs using Dynamic Label Schema Integration Thomas Walshe S. Moon Chunyang Xiao Yawwani Gunawardana Fran Silavong 240 5 0 21 Jan 2025
Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference Benjamin Warner Antoine Chaffin Benjamin Clavié Orion Weller Oskar Hallström ... Tom Aarsen Nathan Cooper Griffin Adams Jeremy Howard Iacopo Poli 381 361 0 18 Dec 2024
FASSILA: A Corpus for Algerian Dialect Fake News Detection and Sentiment AnalysisInternational Conference on Arabic Computational Linguistics (ICACL), 2024 Amin Abdedaiem Abdelhalim Hafedh Dahou Mohamed Amine Cheragui Brigitte Mathiak CVBM 231 5 0 07 Nov 2024
Ensembling Finetuned Language Models for Text Classification Sebastian Pineda Arango Maciej Janowski Lennart Purucker Arber Zela Katharina Eggensperger Josif Grabocka 176 2 0 25 Oct 2024
Large Language Models for Medical OSCE Assessment: A Novel Approach to Transcript Analysis Ameer Hamza Shakur Michael J. Holcomb David Hein Shinyoung Kang Thomas O. Dalton Krystle K. Campbell Daniel J. Scott Andrew R. Jamieson LM&MA ELM 142 3 0 11 Oct 2024
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many ClassesInternational Conference on Natural Language and Speech Processing (ICNLSP), 2024 Tim Schopf Alexander Blatzheim Nektarios Machner Florian Matthes VLM 239 5 0 08 Oct 2024
Intent Detection in the Age of LLMsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Gaurav Arora Shreya Jain Srujana Merugu 194 27 0 02 Oct 2024
Conversational Exploratory Search of Scholarly Publications Using Knowledge GraphsInternational Conference on Natural Language and Speech Processing (ICNLSP), 2024 Phillip Schneider Florian Matthes 190 1 0 01 Oct 2024
Evaluating the fairness of task-adaptive pretraining on unlabeled test data before few-shot text classification Kush Dubey 199 2 0 30 Sep 2024
Classification of Radiological Text in Small and Imbalanced Datasets in a Non-English Language Vincent Beliveau Helene Kaas Martin Prener Claes N. Ladefoged Desmond Elliott Gitte M. Knudsen Lars H. Pinborg Melanie Ganz 110 2 0 30 Sep 2024
Understanding Privacy Norms through Web FormsProceedings on Privacy Enhancing Technologies (PoPETs), 2024 Hao Cui R. Trimananda A. Markopoulou AILaw 140 2 0 29 Aug 2024
Classifying populist language in American presidential and governor speeches using automatic text analysis Olaf van der Veen Semir Dzebo Levi Littvay Kirk Hawkins Oren Dar AI4TS 104 0 0 27 Aug 2024
Instruct-DeBERTa: A Hybrid Approach for Aspect-based Sentiment Analysis on Textual Reviews Dineth Jayakody A. V. A. Malkith Koshila Isuranda Vishal Thenuwara Nisansa de Silva Sachintha Rajith Ponnamperuma G. Sandamali K. L. Sudheera 108 7 0 23 Aug 2024
Measuring Sustainability Intention of ESG Fund Disclosure using Few-Shot Learning Mayank Singh Nazia Nafis Abhijeet Kumar Mridul Mishra 146 0 0 09 Jul 2024
Aspect-Based Sentiment Analysis Techniques: A Comparative Study Dineth Jayakody Koshila Isuranda A. V. A. Malkith Nisansa de Silva Sachintha Rajith Ponnamperuma G. Sandamali K. L. Sudheera 151 5 0 03 Jul 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 192 1 0 13 Jun 2024
DiffAudit: Auditing Privacy Practices of Online Services for Children and Adolescents Olivia Figueira R. Trimananda A. Markopoulou Scott Jordan 114 3 0 10 Jun 2024
A Nurse is Blue and Elephant is Rugby: Cross Domain Alignment in Large Language Models Reveal Human-like Patterns Asaf Yehudai Taelin Karidi Gabriel Stanovsky Ariel Goldstein Omri Abend 174 1 0 23 May 2024
ActiveLLM: Large Language Model-based Active Learning for Textual Few-Shot Scenarios Markus Bayer Justin Lutz Christian A. Reuter 285 14 0 17 May 2024
Self-Improving Customer Review Response Generation Based on LLMs Guy Azov Tatiana Pelc Adi Fledel Alon Gila Kamhi 163 7 0 06 May 2024
When LLMs are Unfit Use FastFit: Fast and Effective Text Classification with Many Classes Asaf Yehudai Elron Bandel 131 5 0 18 Apr 2024
Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study Myrthe Reuver Suzan Verberne Antske Fokkens 210 1 0 05 Apr 2024
Developing Healthcare Language Model Embedding Spaces Niall Taylor Dan Schofield Andrey Kormilitzin Dan W Joyce A. Nevado-Holgado 174 1 0 28 Mar 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Paramita Mirza Viju Sudhi S. Sahoo Sinchana Ramakanth Bhat 221 9 0 26 Mar 2024
QuanTemp: A real-world open-domain benchmark for fact-checking numerical claims Venktesh V Abhijit Anand Avishek Anand Vinay Setty 240 33 0 25 Mar 2024
Leveraging Weakly Annotated Data for Hate Speech Detection in Code-Mixed Hinglish: A Feasibility-Driven Transfer Learning Approach with Large Language Models Sargam Yadav Abhishek Kaushik Kevin McDaid 91 3 0 04 Mar 2024
Generating Effective Ensembles for Sentiment Analysis Itay Etelis Avi Rosenfeld Abraham Itzhak Weinberg David Sarne 130 4 0 26 Feb 2024