Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach

31 August 2019

Papers citing "Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach"

50 / 253 papers shown

Title
Matching Tasks with Industry Groups for Augmenting Commonsense Knowledge Rituraj Singh Sachin Sharad Pawar Girish Keshav Palshikar 47 0 0 12 May 2025
Application and Optimization of Large Models Based on Prompt Tuning for Fact-Check-Worthiness Estimation Yinglong Yu Hao Shen Zhengyi Lyu Qi He 303 0 0 25 Apr 2025
Comparative Study on the Discourse Meaning of Chinese and English Media in the Paris Olympics Based on LDA Topic Modeling Technology and LLM Prompt Engineering Yinglong Yu Zhaopu Yao Fang Yuan 67 0 0 25 Apr 2025
How Effective are Generative Large Language Models in Performing Requirements Classification? Waad Alhoshan Alessio Ferrari Liping Zhao 37 0 0 23 Apr 2025
Accuracy is Not Agreement: Expert-Aligned Evaluation of Crash Narrative Classification Models S. Bhagat Ibne Farabi Shihab Anuj Sharma 41 0 0 17 Apr 2025
SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Query Generation for Personalized Tourism Recommenders Ashmi Banerjee Adithi Satish Fitri Nur Aisyah Wolfgang Wörndl Yashar Deldjoo AI4TS 57 0 0 12 Apr 2025
Language Models Guidance with Multi-Aspect-Cueing: A Case Study for Competitor Analysis Amir Hadifar Christopher Ochs Arjan Van Ewijk ELM 69 0 0 03 Apr 2025
Measuring and Analyzing Subjective Uncertainty in Scientific Communications Jamshid Sourati Grace Shao UD 52 0 0 27 Mar 2025
Zero-Shot Multi-Label Classification of Bangla Documents: Large Decoders Vs. Classic Encoders Souvika Sarkar M. Hasan S. Karmaker 64 0 0 04 Mar 2025
A Survey of Text Classification Under Class Distribution Shift Adriana Valentina Costache Silviu Florin Gheorghe Eduard Poesina Paul Irofti Radu Tudor Ionescu OOD VLM 72 0 0 18 Feb 2025
Vulnerability of LLMs to Vertically Aligned Text Manipulations Zhecheng Li Yijiao Wang Bryan Hooi Yujun Cai Zhen Xiong Nanyun Peng Kai-Wei Chang 71 1 0 26 Oct 2024
Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors Mayank Nagda Phil Ostheimer Sophie Fellenz 81 0 0 22 Oct 2024
Text-to-Image Representativity Fairness Evaluation Framework Asma Z. Yamani Malak Baslyman 36 0 0 18 Oct 2024
Which Demographics do LLMs Default to During Annotation? Johannes Schäfer Aidan Combs Christopher Bagdon Jiahui Li Nadine Probol ... Yarik Menchaca Resendiz Aswathy Velutharambath Amelie Wuhrl Sabine Weber Roman Klinger 48 2 0 11 Oct 2024
Manual Verbalizer Enrichment for Few-Shot Text Classification Quang Anh Nguyen Nadi Tomeh M. Lebbah Thierry Charnois Hanene Azzag Santiago Cordoba Muñoz VLM 40 0 0 08 Oct 2024
Analysis of Socially Unacceptable Discourse with Zero-shot Learning Rayane Ghilene Dimitra Niaouri Michele Linardi Julien Longhi 36 0 0 10 Sep 2024
Interactive Machine Teaching by Labeling Rules and Instances Giannis Karamanolakis Daniel J. Hsu Luis Gravano 45 0 0 08 Sep 2024
Prompt-based Personality Profiling: Reinforcement Learning for Relevance Filtering Jan Hofmann Cornelia Sindermann Roman Klinger 47 0 0 06 Sep 2024
Towards a Generative Approach for Emotion Detection and Reasoning Ankita Bhaumik T. Strzalkowski ReLM LRM 59 3 0 09 Aug 2024
Exploring Description-Augmented Dataless Intent Classification Ruoyu Hu Foaad Khosmood Abbas Edalat AI4TS 64 0 0 25 Jul 2024
Measuring Sustainability Intention of ESG Fund Disclosure using Few-Shot Learning Mayank Singh Nazia Nafis Abhijeet Kumar Mridul Mishra 51 0 0 09 Jul 2024
Artificial Intuition: Efficient Classification of Scientific Abstracts Harsh Sakhrani Naseela Pervez Anirudh Ravi Kumar Fred Morstatter Alexandra Graddy-Reed Andrea Belz 50 1 0 08 Jul 2024
Open-world Multi-label Text Classification with Extremely Weak Supervision Xintong Li Jinya Jiang Ria Dharmani Jayanth Srinivasa Gaowen Liu Jingbo Shang VLM 49 2 0 08 Jul 2024
Belief Revision: The Adaptability of Large Language Models Reasoning Bryan Wilie Samuel Cahyawijaya Etsuko Ishii Junxian He Pascale Fung KELM LRM 44 2 0 28 Jun 2024
Exploring Factual Entailment with NLI: A News Media Study Guy Mor-Lan Effi Levi 77 0 0 24 Jun 2024
Healing Powers of BERT: How Task-Specific Fine-Tuning Recovers Corrupted Language Models Shijie Han Zhenyu Zhang Andrei Arsene Simion 48 2 0 20 Jun 2024
Converging Dimensions: Information Extraction and Summarization through Multisource, Multimodal, and Multilingual Fusion Pranav Janjani Mayank Palan Sarvesh Shirude Ninad Shegokar Sunny Kumar Faruk Kazi 48 0 0 19 Jun 2024
llmNER: (Zero\|Few)-Shot Named Entity Recognition, Exploiting the Power of Large Language Models F. Villena Luis Miranda Claudio Aracena 77 2 0 06 Jun 2024
Why is "Problems" Predictive of Positive Sentiment? A Case Study of Explaining Unintuitive Features in Sentiment Classification Jiaming Qu Jaime Arguello Yue Wang FAtt 40 0 0 05 Jun 2024
Text-Based Correlation Matrix in Multi-Asset Allocation Yasuhiro Nakayama Tomochika Sawaki Issei Furuya Shunsuke Tamura 29 0 0 23 May 2024
A Novel Cartography-Based Curriculum Learning Method Applied on RoNLI: The First Romanian Natural Language Inference Corpus Eduard Poesina Cornelia Caragea Radu Tudor Ionescu 34 5 0 20 May 2024
A Survey on Transformers in NLP with Focus on Efficiency Wazib Ansar Saptarsi Goswami Amlan Chakrabarti MedIm 45 2 0 15 May 2024
From Text to Context: An Entailment Approach for News Stakeholder Classification Alapan Kuila Sudeshna Sarkar 51 1 0 14 May 2024
Stylometric Watermarks for Large Language Models Georg Niess Roman Kern 62 2 0 14 May 2024
Aspect-oriented Consumer Health Answer Summarization Rochana Chaturvedi Abari Bhattacharya S. Yadav 67 3 0 10 May 2024
Semantic Scaling: Bayesian Ideal Point Estimates with Large Language Models Michael Burnham 26 1 0 03 May 2024
Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation David Eric Austin Anton Korikov Armin Toroghi Scott Sanner 46 9 0 02 May 2024
Uncovering Agendas: A Novel French & English Dataset for Agenda Detection on Social Media Gregorios A. Katsios Ning Sa Ankita Bhaumik T. Strzalkowski 48 0 0 01 May 2024
Prevalent Frequency of Emotional and Physical Symptoms in Social Anxiety using Zero Shot Classification: An Observational Study Muhammad Rizwan Jure Demsar 37 0 0 26 Apr 2024
Lessons from the Use of Natural Language Inference (NLI) in Requirements Engineering Tasks Mohamad Fazelnia Viktoria Koscinski Spencer Herzog Mehdi Mirakhorli 54 7 0 24 Apr 2024
LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models Mihir Parmar Nisarg Patel Neeraj Varshney Mutsumi Nakamura Man Luo Santosh Mashetty Arindam Mitra Chitta Baral LRM ReLM ELM 60 26 0 23 Apr 2024
Enabling Natural Zero-Shot Prompting on Encoder Models via Statement-Tuning Ahmed Elshabrawy Yongix Huang Iryna Gurevych Alham Fikri Aji 45 0 0 19 Apr 2024
Forget NLI, Use a Dictionary: Zero-Shot Topic Classification for Low-Resource Languages with Application to Luxembourgish Fred Philippy Shohreh Haddadan Siwen Guo 44 0 0 05 Apr 2024
Are large language models superhuman chemists? Adrian Mirza Nawaf Alampara Sreekanth Kunchapu Benedict Emoekabu Aswanth Krishnan ... Leanne M. Stafast Dinga Wonanke Michael Pieler P. Schwaller Kevin Maik Jablonka ELM AI4MH LRM LM&MA 45 5 0 01 Apr 2024
Enhancing Metaphor Detection through Soft Labels and Target Word Prediction Kaidi Jia Rongsheng Li 42 0 0 27 Mar 2024
Language Models for Text Classification: Is In-Context Learning Enough? A. Edwards Jose Camacho-Collados LRM 54 19 0 26 Mar 2024
Mix-Initiative Response Generation with Dynamic Prefix Tuning Yuxiang Nie Heyan Huang Xian-Ling Mao Lizi Liao 37 1 0 26 Mar 2024
"You are an expert annotator": Automatic Best-Worst-Scaling Annotations for Emotion Intensity Modeling Christopher Bagdon P. Karmalkar Harsha Gurulingappa Roman Klinger 39 1 0 26 Mar 2024
Large Language Models in Biomedical and Health Informatics: A Bibliometric Review Huizi Yu Lizhou Fan Lingyao Li Jiayan Zhou Zihui Ma ... Sijia He Mingyu Jin Yongfeng Zhang Ashvin Gandhi Xin Ma LM&MA 48 2 0 24 Mar 2024
Chain-of-Interaction: Enhancing Large Language Models for Psychiatric Behavior Understanding by Dyadic Contexts Guangzeng Han Weisi Liu Xiaolei Huang Brian Borsari 41 21 0 20 Mar 2024