v1v2 (latest)

Prevent the Language Model from being Overconfident in Neural Machine Translation

24 May 2021

Mengqi Miao

Fandong Meng

Yijin Liu

Xiao-Hua Zhou

Jie Zhou

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Papers citing "Prevent the Language Model from being Overconfident in Neural Machine Translation"

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Title
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 174 0 0 25 Apr 2025
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation Hieu Nguyen Zihao He Shoumik Atul Gandre Ujjwal Pasupulety Sharanya Kumari Shivakumar Kristina Lerman HILM 136 2 0 16 Feb 2025
Harmony: A Home Agent for Responsive Management and Action Optimization with a Locally Deployed Large Language Model Ziqi Yin Mingxin Zhang Daisuke Kawahara 38 0 0 18 Oct 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations Peixin Qin Chen Huang Yang Deng Wenqiang Lei Tat-Seng Chua LRM 136 4 0 22 Sep 2024
ElecBench: a Power Dispatch Evaluation Benchmark for Large Language Models Xiyuan Zhou Huan Zhao Yuheng Cheng Yuji Cao Gaoqi Liang Guolong Liu Wenxuan Liu Yan Xu Junhua Zhao ELM 85 6 0 07 Jul 2024
On the Hallucination in Simultaneous Machine Translation M. Zhong Kehai Chen Zhengshan Xue Lemao Liu Mingming Yang Min Zhang HILM LRM 98 0 0 11 Jun 2024
Flexible and Adaptable Summarization via Expertise Separation Preslav Nakov Mingzhe Li Shen Gao Xin Cheng Qingqing Zhu Rui Yan Xin Gao Xiangliang Zhang MoE 83 5 0 08 Jun 2024
SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices Ruslan Svirschevski Avner May Zhuoming Chen Beidi Chen Zhihao Jia Max Ryabinin 140 21 0 04 Jun 2024
Tastle: Distract Large Language Models for Automatic Jailbreak Attack Zeguan Xiao Yan Yang Guanhua Chen Yun-Nung Chen AAML 90 27 0 13 Mar 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access Jiayuan Su Jing Luo Hongwei Wang Lu Cheng 247 23 0 02 Mar 2024
WSC+: Enhancing The Winograd Schema Challenge Using Tree-of-Experts Pardis Sadat Zahraei Ali Emami 71 7 0 31 Jan 2024
Non-Fluent Synthetic Target-Language Data Improve Neural Machine Translation Víctor M. Sánchez-Cartagena Miquel Espla-Gomis J. A. Pérez-Ortiz F. Sánchez-Martínez 70 4 0 29 Jan 2024
Hallucination Detection and Hallucination Mitigation: An Investigation Junliang Luo Tianyu Li Di Wu Michael R. M. Jenkin Steve Liu Gregory Dudek HILM LLMAG 122 23 0 16 Jan 2024
AI Hallucinations: A Misnomer Worth Clarifying Negar Maleki Balaji Padmanabhan Kaushik Dutta 80 45 0 09 Jan 2024
A Survey on Multimodal Large Language Models for Autonomous Driving Can Cui Yunsheng Ma Xu Cao Wenqian Ye Yang Zhou ... Xinrui Yan Shuqi Mei Jianguo Cao Ziran Wang Chao Zheng 174 291 0 21 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 145 939 0 09 Nov 2023
Zero-shot Faithfulness Evaluation for Text Summarization with Foundation Language Model Qi Jia Siyu Ren Yizhu Liu Kenny Q. Zhu ALM HILM 91 17 0 18 Oct 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 253 67 0 16 Jun 2023
Robust Natural Language Understanding with Residual Attention Debiasing Fei Wang James Y. Huang Tianyi Yan Wenxuan Zhou Muhao Chen 71 11 0 28 May 2023
Self-Evolution Learning for Discriminative Language Model Pretraining Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao 102 12 0 24 May 2023
Revealing User Familiarity Bias in Task-Oriented Dialogue via Interactive Evaluation Takyoung Kim Jamin Shin Young-Ho Kim Sanghwan Bae Sungdong Kim 99 1 0 23 May 2023
Progressive Translation: Improving Domain Robustness of Neural Machine Translation with Intermediate Sequences Chaojun Wang Yang Liu Wai Lam 71 2 0 16 May 2023
Improving Simultaneous Machine Translation with Monolingual Data Hexuan Deng Liang Ding Xuebo Liu Meishan Zhang Dacheng Tao Min Zhang 97 15 0 02 Dec 2022
HaRiM $^+$ : Evaluating Summary Quality with Hallucination Risk Seonil Son Junsoo Park J. Hwang Junghwa Lee Hyungjong Noh Yeonsoo Lee HILM 63 8 0 22 Nov 2022
Towards Improving Faithfulness in Abstractive Summarization Preslav Nakov Mingzhe Li Xin Gao Xiangliang Zhang HILM 64 28 0 04 Oct 2022
On the Complementarity between Pre-Training and Random-Initialization for Resource-Rich Machine Translation Changtong Zan Liang Ding Li Shen Yu Cao Weifeng Liu Dacheng Tao 106 21 0 07 Sep 2022
Lack of Fluency is Hurting Your Translation Model J. Yoo Jaewoo Kang 73 0 0 24 May 2022
Confidence Based Bidirectional Global Context Aware Training Framework for Neural Machine Translation Chulun Zhou Fandong Meng Jie Zhou Hao Fei Hongji Wang Jinsong Su 56 15 0 28 Feb 2022
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution Jiacheng Xu Greg Durrett 99 16 0 03 Jun 2021
Rethinking and Improving Natural Language Generation with Layer-Wise Multi-View Decoding Fenglin Liu Xuancheng Ren Guangxiang Zhao Chenyu You Xuewei Ma Xian Wu Xu Sun 81 2 0 16 May 2020