Embracing Ambiguity: Shifting the Training Target of NLI Models

Embracing Ambiguity: Shifting the Training Target of NLI Models

6 June 2021

Johannes Mario Meissner

Napat Thumwanit

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Papers citing "Embracing Ambiguity: Shifting the Training Target of NLI Models"

18 / 18 papers shown

Title
Always Tell Me The Odds: Fine-grained Conditional Probability Estimation Liaoyaqi Wang Zhengping Jiang Anqi Liu Benjamin Van Durme 151 1 0 02 May 2025
Self-Knowledge Distillation for Learning Ambiguity Hancheol Park Soyeong Jeong Sukmin Cho Jong C. Park 69 1 0 14 Jun 2024
Interpreting Predictive Probabilities: Model Confidence or Human Label Variation? Joris Baan Raquel Fernández Barbara Plank Wilker Aziz 102 11 0 25 Feb 2024
Quantifying Divergence for Human-AI Collaboration and Cognitive Trust Muge Kural Ali Gebesçe T. Chubakov Gözde Gül Sahin FedML 43 0 0 14 Dec 2023
A Survey of Confidence Estimation and Calibration in Large Language Models Jiahui Geng Fengyu Cai Yuxia Wang Heinz Koeppl Preslav Nakov Iryna Gurevych UQCV 143 81 0 14 Nov 2023
Unveiling the Multi-Annotation Process: Examining the Influence of Annotation Quantity and Instance Difficulty on Model Performance Pritam Kadasi Mayank Singh 57 3 0 23 Oct 2023
No Strong Feelings One Way or Another: Re-operationalizing Neutrality in Natural Language Inference Animesh Nighojkar Antonio Laverghetta John Licato 59 4 0 16 Jun 2023
Deep Model Compression Also Helps Models Capture Ambiguity Hancheol Park Jong C. Park 60 2 0 12 Jun 2023
On Degrees of Freedom in Defining and Testing Natural Language Understanding Saku Sugawara S. Tsugita ELM 72 1 0 24 May 2023
You Are What You Annotate: Towards Better Models through Annotator Representations Naihao Deng Xinliang Frederick Zhang Siyang Liu Winston Wu Lu Wang Rada Mihalcea 61 21 0 24 May 2023
Can Large Language Models Capture Dissenting Human Voices? Noah Lee Na Min An James Thorne ALM 104 32 0 23 May 2023
We're Afraid Language Models Aren't Modeling Ambiguity Alisa Liu Zhaofeng Wu Julian Michael Alane Suhr Peter West Alexander Koller Swabha Swayamdipta Noah A. Smith Yejin Choi 137 105 0 27 Apr 2023
Stop Measuring Calibration When Humans Disagree Joris Baan Wilker Aziz Barbara Plank Raquel Fernández 90 56 0 28 Oct 2022
SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval Kun Zhou Yeyun Gong Xiao Liu Wayne Xin Zhao Yelong Shen ... Jing Lu Rangan Majumder Ji-Rong Wen Nan Duan Weizhu Chen 93 36 0 21 Oct 2022
Possible Stories: Evaluating Situated Commonsense Reasoning under Multiple Possible Scenarios Mana Ashida Saku Sugawara 91 6 0 16 Sep 2022
An Understanding-Oriented Robust Machine Reading Comprehension Model Feiliang Ren Yongkang Liu Bochao Li Shilei Liu Bingchao Wang Jiaqi Wang Chunchao Liu Qi Ma 55 3 0 01 Jul 2022
Symptom Identification for Interpretable Detection of Multiple Mental Disorders Zhiling Zhang Siyuan Chen Mengyue Wu Ke Zhu 98 27 0 23 May 2022
Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning Xiang Zhou Yixin Nie Joey Tianyi Zhou UQCV 51 29 0 18 Apr 2021