Efficient Few-Shot Learning Without Prompts

22 September 2022

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Papers citing "Efficient Few-Shot Learning Without Prompts"

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Dental Severity Assessment through Few-shot Learning and SBERT Fine-tuning Mohammad Dehghani 180 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 226 10 0 16 Feb 2024
A Korean Legal Judgment Prediction Dataset for Insurance Disputes Alice Saebom Kwak Cheonkam Jeong Ji Weon Lim Byeongcheol Min AILaw 93 1 0 26 Jan 2024
From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot LearningInternational Conference on Computational Processing of the Portuguese Language (PROPOR), 2024 Alexandre Alcoforado Thomas Palmeira Ferraz Lucas Hideki Okamura Israel Campos Fama Arnold Moya Lavado Bárbara Dias Bueno Bruno Veloso Anna Helena Reali Costa 165 2 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 94 2 0 17 Jan 2024
Information Type Classification with Contrastive Task-Specialized Sentence Encoders Philipp Seeberger Tobias Bocklet Korbinian Riedhammer 121 1 0 18 Dec 2023
A Multi-solution Study on GDPR AI-enabled Completeness Checking of DPAsEmpirical Software Engineering (EMSE), 2023 Muhammad Ilyas Azeem Sallam Abualhaija 155 15 0 23 Nov 2023
Optimal strategies to perform multilingual analysis of social content for a novel dataset in the tourism domain Maxime Masson Rodrigo Agerri C. Sallaberry M. Bessagnet A. L. Parc-Lacayrelle Philippe Roose 137 5 0 20 Nov 2023
Making LLMs Worth Every Penny: Resource-Limited Text Classification in BankingInternational Conference on AI in Finance (ICAF), 2023 Lefteris Loukas Ilias Stogiannidis Odysseas Diamantopoulos Prodromos Malakasiotis Stavros Vassos 278 65 0 10 Nov 2023
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yongxin Huang Kexin Wang Sourav Dutta Raj Nath Patel Goran Glavaš Iryna Gurevych VLM 187 4 0 01 Nov 2023
PromptMix: A Class Boundary Augmentation Method for Large Language Model DistillationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Gaurav Sahu Olga Vechtomova Dzmitry Bahdanau I. Laradji VLM 324 35 0 22 Oct 2023
Anomaly Detection of Command Shell Sessions based on DistilBERT: Unsupervised and Supervised Approaches Zefang Liu John Buford 144 4 0 20 Oct 2023
BaitBuster-Bangla: A Comprehensive Dataset for Clickbait Detection in Bangla with Multi-Feature and Multi-Modal Analysis Abdullah Al Imran Md Sakib Hossain Shovon M. F. Mridha 48 4 0 13 Oct 2023
A Large Language Model Approach to Educational Survey Feedback AnalysisInternational Journal of Artificial Intelligence in Education (IJAIED), 2023 Michael J. Parker Caitlin Anderson Claire Stone YeaRim Oh ELM LM&MA AI4Ed 268 32 0 29 Sep 2023
UPB @ ACTI: Detecting Conspiracies using fine tuned Sentence Transformers Andrei Paraschiv M. Dascalu 145 0 0 28 Sep 2023
Audio Contrastive-based Fine-tuning: Decoupling Representation Learning and Classification Yang Wang Qibin Liang Chenghao Xiao Yi Zhou Noura Al Moubayed Chenghua Lin 232 1 0 21 Sep 2023
In-Context Learning for Text Classification with Many Labels Aristides Milios Siva Reddy Dzmitry Bahdanau 167 46 0 19 Sep 2023
Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News ArticlesConference and Labs of the Evaluation Forum (CLEF), 2023 Georgi Pachov Dimitar Dimitrov Ivan Koychev Preslav Nakov 120 6 0 13 Sep 2023
Bias Testing and Mitigation in LLM-based Code GenerationACM Transactions on Software Engineering and Methodology (TOSEM), 2023 Dong Huang Qingwen Bu Jie M. Zhang Xiaofei Xie Junjie Chen Heming Cui 496 56 0 03 Sep 2023
Breaking the Bank with ChatGPT: Few-Shot Text Classification for Finance Lefteris Loukas Ilias Stogiannidis Prodromos Malakasiotis Stavros Vassos 180 30 0 28 Aug 2023
Taken by Surprise: Contrast effect for Similarity Scores Thomas C. Bachlechner M. Martone M. Schillo 93 0 0 18 Aug 2023
Identifying Misinformation on YouTube through Transcript Contextual Analysis with Transformer Models Christos Christodoulou Nikos Salamanos Pantelitsa Leonidou Michail Papadakis Michael Sirivianos 159 5 0 22 Jul 2023
Contrast Is All You Need Burak Kilic Florix Bex Albert Gatt AILaw 76 0 0 06 Jul 2023
SynerGPT: In-Context Learning for Personalized Drug Synergy Prediction and Drug DesignbioRxiv (bioRxiv), 2023 Carl Edwards Aakanksha Naik Tushar Khot Martin D. Burke Heng Ji Kyle Lo 307 21 0 19 Jun 2023
Politeness Stereotypes and Attack Vectors: Gender Stereotypes in Japanese and Korean Language Models Victor Steinborn Antonis Maronikolakis Hinrich Schütze 204 0 0 16 Jun 2023
Interpretable Medical Diagnostics with Structured Data Extraction by Large Language Models Aleksa Bisercic Mladen Nikolic M. Schaar Boris Delibasic Pietro Lio Andrija Petrović 165 23 0 08 Jun 2023
NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm DiscoveryAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Farhad Moghimifar Shilin Qu Tongtong Wu Yuan-Fang Li Gholamreza Haffari 133 5 0 26 May 2023
Efficient Document Embeddings via Self-Contrastive Bregman Divergence LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Daniel Saggau Mina Rezaei B. Bischl Ilias Chalkidis SSL MedIm 131 3 0 25 May 2023
Estimating class separability of text embeddings with persistent homology Kostis Gourgoulias Najah F. Ghalyan Maxime Labonne Yash Satsangi Sean J. Moran Joseph Sabelja 265 1 0 24 May 2023
Retrieval-augmented Multi-label Text Classification Ilias Chalkidis Yova Kementchedjhieva RALM VLM 136 2 0 22 May 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and BeyondConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Abhinav Ramesh Kashyap Thang-Tung Nguyen Viktor Schlegel Stefan Winkler See-Kiong Ng Soujanya Poria AI4TS 3DV SSL 146 15 0 22 May 2023
Automated Few-shot Classification with Instruction-Finetuned Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Rami Aly Xingjian Shi Kaixiang Lin Aston Zhang A. Wilson 231 11 0 21 May 2023
Towards Zero-Shot Frame Semantic Parsing with Task Agnostic Ontologies and Simple Labels D. Ribeiro Omid Abdar Jack Goetz Mike Ross Annie Dong Ken Forbus A. Mohamed 131 3 0 05 May 2023
NAP at SemEval-2023 Task 3: Is Less Really More? (Back-)Translation as Data Augmentation Strategies for Detecting Persuasion TechniquesInternational Workshop on Semantic Evaluation (SemEval), 2023 Neele Falk Annerose Eichel P. Piccirilli 102 5 0 27 Apr 2023
MasakhaNEWS: News Topic Classification for African languagesInternational Joint Conference on Natural Language Processing (IJCNLP), 2023 David Ifeoluwa Adelani Marek Masiak Israel Abebe Azime Jesujoba Oluwadara Alabi A. Tonja ... Moges Ahmed Mehamed Evrard Ngabire Jules Jules Ivan Ssenkungu Pontus Stenetorp 287 36 0 19 Apr 2023
Sociocultural knowledge is needed for selection of shots in hate speech detection tasks Antonis Maronikolakis Abdullatif Köksal Hinrich Schütze 257 0 0 04 Apr 2023
Creating Custom Event Data Without Dictionaries: A Bag-of-Tricks Andrew Halterman Philip A. Schrodt Andreas Beger Benjamin E. Bagozzi Grace I. Scarborough 105 8 0 03 Apr 2023
Spam-T5: Benchmarking Large Language Models for Few-Shot Email Spam Detection Maxime Labonne Sean J. Moran 246 34 0 03 Apr 2023
Synthetically generated text for supervised text analysisPolitical Analysis (PA), 2023 Andrew Halterman DeLMO 115 12 0 28 Mar 2023
mCPT at SemEval-2023 Task 3: Multilingual Label-Aware Contrastive Pre-Training of Transformers for Few- and Zero-shot Framing DetectionInternational Workshop on Semantic Evaluation (SemEval), 2023 Markus Reiter-Haas Alexander Ertl Kevin Innerhofer Elisabeth Lex VLM 174 8 0 17 Mar 2023
QAID: Question Answering Inspired Few-shot Intent DetectionInternational Conference on Learning Representations (ICLR), 2023 Asaf Yehudai Matan Vetzler Y. Mass Koren Lazar Doron Cohen Boaz Carmeli 174 12 0 02 Mar 2023
STACC: Code Comment Classification using SentenceTransformers Ali Al-Kaswan Maliheh Izadi Arie van Deursen 88 14 0 25 Feb 2023
Few-shot Multimodal Multitask Multilingual Learning Vasu Sharma Vinija Jain 195 0 0 19 Feb 2023
Like a Good Nearest Neighbor: Practical Content Moderation and Text Classification Luke Bates Iryna Gurevych BDL AI4MH 171 0 0 17 Feb 2023
Empowering Sentence Encoders with Prompting and Label Retrieval for Zero-shot Text Classification Jimin Hong Jungsoo Park Daeyoung Kim Seongjae Choi Bokyung Son Jaewoo Kang 162 3 0 20 Dec 2022
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per classInternational Conference on Language Resources and Evaluation (LREC), 2022 Anton Thielmann Christoph Weisser Benjamin Säfken 109 6 0 19 Dec 2022
Enriching Relation Extraction with OpenIEInternational Conference on Data Technologies and Applications (DATA), 2022 Alessandro Temperoni M. Biryukov Martin Theobald 92 1 0 19 Dec 2022
PoliGraph: Automated Privacy Policy Analysis using Knowledge Graphs (Journal Version)USENIX Security Symposium (USENIX Security), 2022 Hao Cui R. Trimananda A. Markopoulou Scott Jordan 195 24 0 13 Oct 2022
OCD: Learning to Overfit with Conditional Diffusion ModelsInternational Conference on Machine Learning (ICML), 2022 Shahar Lutati Lior Wolf DiffM 250 10 0 02 Oct 2022
Small-Text: Active Learning for Text Classification in PythonConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Christopher Schröder Lydia Muller A. Niekler Martin Potthast CLIP VLM AI4CE 522 35 0 21 Jul 2021