Efficient Few-Shot Learning Without Prompts

22 September 2022

Papers citing "Efficient Few-Shot Learning Without Prompts"

38 / 88 papers shown

Title
Gpachov at CheckThat! 2023: A Diverse Multi-Approach Ensemble for Subjectivity Detection in News Articles Georgi Pachov Dimitar Dimitrov Ivan Koychev Preslav Nakov 34 4 0 13 Sep 2023
Bias Testing and Mitigation in LLM-based Code Generation Dong Huang Qingwen Bu Jie M. Zhang Xiaofei Xie Junjie Chen Heming Cui 51 21 0 03 Sep 2023
Breaking the Bank with ChatGPT: Few-Shot Text Classification for Finance Lefteris Loukas Ilias Stogiannidis Prodromos Malakasiotis Stavros Vassos 45 19 0 28 Aug 2023
Taken by Surprise: Contrast effect for Similarity Scores Thomas C. Bachlechner M. Martone M. Schillo 33 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 40 3 0 22 Jul 2023
Contrast Is All You Need Burak Kilic Florix Bex Albert Gatt AILaw 14 0 0 06 Jul 2023
SynerGPT: In-Context Learning for Personalized Drug Synergy Prediction and Drug Design Carl Edwards Aakanksha Naik Tushar Khot Martin D. Burke Heng Ji Tom Hope 65 15 0 19 Jun 2023
Politeness Stereotypes and Attack Vectors: Gender Stereotypes in Japanese and Korean Language Models Victor Steinborn Antonis Maronikolakis Hinrich Schütze 43 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 30 16 0 08 Jun 2023
NormMark: A Weakly Supervised Markov Model for Socio-cultural Norm Discovery Farhad Moghimifar Shilin Qu Tongtong Wu Yuan-Fang Li Gholamreza Haffari 46 4 0 26 May 2023
Efficient Document Embeddings via Self-Contrastive Bregman Divergence Learning Daniel Saggau Mina Rezaei Bernd Bischl Ilias Chalkidis SSL MedIm 35 2 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 56 0 0 24 May 2023
Retrieval-augmented Multi-label Text Classification Ilias Chalkidis Yova Kementchedjhieva RALM VLM 41 2 0 22 May 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond Abhinav Ramesh Kashyap Thang-Tung Nguyen Viktor Schlegel Stefan Winkler See-Kiong Ng Soujanya Poria AI4TS 3DV SSL 42 6 0 22 May 2023
Automated Few-shot Classification with Instruction-Finetuned Language Models Rami Aly Xingjian Shi Kaixiang Lin Aston Zhang A. Wilson 49 9 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 20 2 0 05 May 2023
NAP at SemEval-2023 Task 3: Is Less Really More? (Back-)Translation as Data Augmentation Strategies for Detecting Persuasion Techniques Neele Falk Annerose Eichel P. Piccirilli 16 4 0 27 Apr 2023
MasakhaNEWS: News Topic Classification for African languages David Ifeoluwa Adelani Marek Masiak Israel Abebe Azime Jesujoba Oluwadara Alabi A. Tonja ... Moges Ahmed Mehamed Evrard Ngabire Jules Jules Ivan Ssenkungu Pontus Stenetorp 54 24 0 19 Apr 2023
Sociocultural knowledge is needed for selection of shots in hate speech detection tasks Antonis Maronikolakis Abdullatif Köksal Hinrich Schütze 49 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 35 6 0 03 Apr 2023
Spam-T5: Benchmarking Large Language Models for Few-Shot Email Spam Detection Maxime Labonne Sean J. Moran 19 19 0 03 Apr 2023
Synthetically generated text for supervised text analysis Andrew Halterman DeLMO 37 6 0 28 Mar 2023
mCPT at SemEval-2023 Task 3: Multilingual Label-Aware Contrastive Pre-Training of Transformers for Few- and Zero-shot Framing Detection Markus Reiter-Haas Alexander Ertl Kevin Innerhofer Elisabeth Lex VLM 27 7 0 17 Mar 2023
QAID: Question Answering Inspired Few-shot Intent Detection Asaf Yehudai Matan Vetzler Y. Mass Koren Lazar Doron Cohen Boaz Carmeli 30 7 0 02 Mar 2023
STACC: Code Comment Classification using SentenceTransformers Ali Al-Kaswan Maliheh Izadi Arie van Deursen 18 7 0 25 Feb 2023
Few-shot Multimodal Multitask Multilingual Learning Aman Chadha Vinija Jain 66 0 0 19 Feb 2023
Like a Good Nearest Neighbor: Practical Content Moderation and Text Classification Luke Bates Iryna Gurevych BDL AI4MH 17 4 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 29 3 0 20 Dec 2022
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class Anton Thielmann Christoph Weisser Benjamin Säfken 16 3 0 19 Dec 2022
Enriching Relation Extraction with OpenIE Alessandro Temperoni M. Biryukov Martin Theobald 26 1 0 19 Dec 2022
PoliGraph: Automated Privacy Policy Analysis using Knowledge Graphs (Journal Version) Hao Cui R. Trimananda A. Markopoulou Scott Jordan 57 17 0 13 Oct 2022
OCD: Learning to Overfit with Conditional Diffusion Models Shahar Lutati Lior Wolf DiffM 35 8 0 02 Oct 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 232 341 0 02 Feb 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 230 1,665 0 15 Oct 2021
RAFT: A Real-World Few-Shot Text Classification Benchmark Neel Alex Eli Lifland Lewis Tunstall A. Thakur Pegah Maham ... Carolyn Ashurst Paul Sedille A. Carlier M. Noetel Andreas Stuhlmuller RALM 184 56 0 28 Sep 2021
Small-Text: Active Learning for Text Classification in Python Christopher Schröder Lydia Muller A. Niekler Martin Potthast CLIP VLM AI4CE 44 24 0 21 Jul 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 268 4,576 0 23 Jan 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 261 1,600 0 21 Jan 2020