Efficient Few-Shot Learning Without Prompts

22 September 2022

Papers citing "Efficient Few-Shot Learning Without Prompts"

50 / 87 papers shown

Title
OnPrem.LLM: A Privacy-Conscious Document Intelligence Toolkit Arun S. Maiya KELM 34 0 0 12 May 2025
Divide (Text) and Conquer (Sentiment): Improved Sentiment Classification by Constituent Conflict Resolution Jan Kościałkowski Paweł Marcinkowski 26 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 34 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 53 0 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 44 0 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 65 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 71 0 0 13 Mar 2025
MoVer: Motion Verification for Motion Graphics Animations Jiaju Ma Maneesh Agrawala VGen 51 0 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 50 2 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 98 85 0 18 Dec 2024
FASSILA: A Corpus for Algerian Dialect Fake News Detection and Sentiment Analysis Amin Abdedaiem Abdelhalim Hafedh Dahou Mohamed Amine Cheragui Brigitte Mathiak CVBM 31 2 0 07 Nov 2024
Ensembling Finetuned Language Models for Text Classification Sebastian Pineda Arango Maciej Janowski Lennart Purucker Arber Zela Frank Hutter Josif Grabocka 33 0 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 31 1 0 11 Oct 2024
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Tim Schopf Alexander Blatzheim Nektarios Machner Florian Matthes VLM 31 1 0 08 Oct 2024
Intent Detection in the Age of LLMs Gaurav Arora Shreya Jain Srujana Merugu 16 7 0 02 Oct 2024
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs Phillip Schneider Florian Matthes 26 0 0 01 Oct 2024
Evaluating the fairness of task-adaptive pretraining on unlabeled test data before few-shot text classification Kush Dubey 34 1 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 29 1 0 30 Sep 2024
Understanding Privacy Norms through Web Forms Hao Cui R. Trimananda A. Markopoulou AILaw 28 0 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 29 0 0 27 Aug 2024
Measuring Sustainability Intention of ESG Fund Disclosure using Few-Shot Learning Mayank Singh Nazia Nafis Abhijeet Kumar Mridul Mishra 28 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 41 0 0 03 Jul 2024
Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models Christopher Schröder Gerhard Heyer VLM 44 0 0 13 Jun 2024
DiffAudit: Auditing Privacy Practices of Online Services for Children and Adolescents Olivia Figueira R. Trimananda A. Markopoulou Scott Jordan 28 0 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 47 1 0 23 May 2024
ActiveLLM: Large Language Model-based Active Learning for Textual Few-Shot Scenarios Markus Bayer Christian A. Reuter 51 7 0 17 May 2024
Self-Improving Customer Review Response Generation Based on LLMs Guy Azov Tatiana Pelc Adi Fledel Alon Gila Kamhi 40 0 0 06 May 2024
When LLMs are Unfit Use FastFit: Fast and Effective Text Classification with Many Classes Asaf Yehudai Elron Bandel 34 1 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 40 1 0 05 Apr 2024
Developing Healthcare Language Model Embedding Spaces Niall Taylor Dan Schofield Andrey Kormilitzin Dan W Joyce A. Nevado-Holgado 35 0 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 38 4 0 26 Mar 2024
QuanTemp: A real-world open-domain benchmark for fact-checking numerical claims Venktesh V Abhijit Anand Avishek Anand Vinay Setty 40 13 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 14 2 0 04 Mar 2024
Generating Effective Ensembles for Sentiment Analysis Itay Etelis Avi Rosenfeld Abraham Itzhak Weinberg David Sarne 43 2 0 26 Feb 2024
Dental Severity Assessment through Few-shot Learning and SBERT Fine-tuning Mohammad Dehghani 32 1 0 24 Feb 2024
Efficiency at Scale: Investigating the Performance of Diminutive Language Models in Clinical Tasks Niall Taylor U. Ghose Omid Rohanian Mohammadmahdi Nouriborji Andrey Kormilitzin David Clifton A. Nevado-Holgado LM&MA ALM 31 6 0 16 Feb 2024
A Korean Legal Judgment Prediction Dataset for Insurance Disputes Alice Saebom Kwak Cheonkam Jeong Ji Weon Lim Byeongcheol Min AILaw 14 0 0 26 Jan 2024
From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning Alexandre Alcoforado Thomas Palmeira Ferraz Lucas Hideki Okamura Israel Campos Fama Arnold Moya Lavado Bárbara Dias Bueno Bruno Veloso Anna Helena Reali Costa 24 1 0 24 Jan 2024
Improving Classification Performance With Human Feedback: Label a few, we label the rest Natan Vidra Thomas Clifford Katherine Jijo Eden Chung Liang Zhang ALM 17 1 0 17 Jan 2024
Information Type Classification with Contrastive Task-Specialized Sentence Encoders Philipp Seeberger Tobias Bocklet Korbinian Riedhammer 25 1 0 18 Dec 2023
A Multi-solution Study on GDPR AI-enabled Completeness Checking of DPAs Muhammad Ilyas Azeem Sallam Abualhaija 40 6 0 23 Nov 2023
Making LLMs Worth Every Penny: Resource-Limited Text Classification in Banking Lefteris Loukas Ilias Stogiannidis Odysseas Diamantopoulos Prodromos Malakasiotis Stavros Vassos 17 45 0 10 Nov 2023
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification Yongxin Huang Kexin Wang Sourav Dutta Raj Nath Patel Goran Glavaš Iryna Gurevych VLM 25 4 0 01 Nov 2023
PromptMix: A Class Boundary Augmentation Method for Large Language Model Distillation Gaurav Sahu Olga Vechtomova Dzmitry Bahdanau I. Laradji VLM 55 24 0 22 Oct 2023
Anomaly Detection of Command Shell Sessions based on DistilBERT: Unsupervised and Supervised Approaches Zefang Liu John Buford 24 4 0 20 Oct 2023
A Large Language Model Approach to Educational Survey Feedback Analysis Michael J. Parker Caitlin Anderson Claire Stone YeaRim Oh ELM LM&MA AI4Ed 25 14 0 29 Sep 2023
UPB @ ACTI: Detecting Conspiracies using fine tuned Sentence Transformers Andrei Paraschiv M. Dascalu 38 0 0 28 Sep 2023
Audio Contrastive based Fine-tuning Yang Wang Qibin Liang Chenghao Xiao Yizhi Li Noura Al Moubayed Chenghua Lin 32 0 0 21 Sep 2023
In-Context Learning for Text Classification with Many Labels Aristides Milios Siva Reddy Dzmitry Bahdanau 22 34 0 19 Sep 2023
Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News Articles Georgi Pachov Dimitar Dimitrov Ivan Koychev Preslav Nakov 29 4 0 13 Sep 2023