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Unsupervised Quality Estimation for Neural Machine Translation

Unsupervised Quality Estimation for Neural Machine Translation

21 May 2020
M. Fomicheva
Shuo Sun
Lisa Yankovskaya
Frédéric Blain
Francisco Guzmán
Mark Fishel
Nikolaos Aletras
Vishrav Chaudhary
Lucia Specia
    UQLM
ArXivPDFHTML

Papers citing "Unsupervised Quality Estimation for Neural Machine Translation"

38 / 38 papers shown
Title
LLM-Independent Adaptive RAG: Let the Question Speak for Itself
LLM-Independent Adaptive RAG: Let the Question Speak for Itself
Maria Marina
Nikolay Ivanov
Sergey Pletenev
Mikhail Salnikov
Daria Galimzianova
Nikita Krayko
Vasily Konovalov
Alexander Panchenko
Viktor Moskvoretskii
RALM
42
0
0
07 May 2025
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding
Trilok Padhi
R. Kaur
Adam D. Cobb
Manoj Acharya
Anirban Roy
Colin Samplawski
Brian Matejek
Alexander M. Berenbeim
Nathaniel D. Bastian
Susmit Jha
28
0
0
30 Apr 2025
Calibrating Translation Decoding with Quality Estimation on LLMs
Calibrating Translation Decoding with Quality Estimation on LLMs
Di Wu
Yibin Lei
Christof Monz
70
0
0
26 Apr 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review
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
92
0
0
25 Apr 2025
Semantic Volume: Quantifying and Detecting both External and Internal Uncertainty in LLMs
Semantic Volume: Quantifying and Detecting both External and Internal Uncertainty in LLMs
Xiaomin Li
Zhou Yu
Ziji Zhang
Yingying Zhuang
S.
Narayanan Sadagopan
Anurag Beniwal
HILM
58
0
0
28 Feb 2025
Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation
Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation
Xiang Geng
Zhejian Lai
Jiajun Chen
Hao Yang
Shujian Huang
62
0
0
27 Feb 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home
Viktor Moskvoretskii
M. Lysyuk
Mikhail Salnikov
Nikolay Ivanov
Sergey Pletenev
Daria Galimzianova
Nikita Krayko
Vasily Konovalov
Irina Nikishina
Alexander Panchenko
RALM
74
4
0
24 Feb 2025
Can Your Uncertainty Scores Detect Hallucinated Entity?
Can Your Uncertainty Scores Detect Hallucinated Entity?
Min-Hsuan Yeh
Max Kamachee
Seongheon Park
Yixuan Li
HILM
53
1
0
17 Feb 2025
Do LLMs estimate uncertainty well in instruction-following?
Do LLMs estimate uncertainty well in instruction-following?
Juyeon Heo
Miao Xiong
Christina Heinze-Deml
Jaya Narain
ELM
50
3
0
18 Oct 2024
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty
MAQA: Evaluating Uncertainty Quantification in LLMs Regarding Data Uncertainty
Yongjin Yang
Haneul Yoo
Hwaran Lee
65
1
0
13 Aug 2024
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph
Roman Vashurin
Ekaterina Fadeeva
Artem Vazhentsev
Akim Tsvigun
Daniil Vasilev
...
Timothy Baldwin
Timothy Baldwin
Maxim Panov
Artem Shelmanov
Artem Shelmanov
HILM
66
8
0
21 Jun 2024
Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs
Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs
D. Yaldiz
Yavuz Faruk Bakman
Baturalp Buyukates
Chenyang Tao
Anil Ramakrishna
Dimitrios Dimitriadis
Jieyu Zhao
Salman Avestimehr
44
2
0
17 Jun 2024
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of
  LLMs
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs
Shuang Ao
Stefan Rueger
Advaith Siddharthan
33
1
0
05 Jun 2024
Can We Verify Step by Step for Incorrect Answer Detection?
Can We Verify Step by Step for Incorrect Answer Detection?
Xin Xu
Shizhe Diao
Can Yang
Yang Wang
LRM
122
13
0
16 Feb 2024
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity
Kaiqu Liang
Zixu Zhang
J. F. Fisac
LLMAG
46
6
0
09 Feb 2024
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity
  Metrics For Science And Machine Learning
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine Learning
Amey P. Pasarkar
Adji Bousso Dieng
27
11
0
19 Oct 2023
Learning Evaluation Models from Large Language Models for Sequence Generation
Learning Evaluation Models from Large Language Models for Sequence Generation
Chenglong Wang
Hang Zhou
Kai-Chun Chang
Tongran Liu
Chunliang Zhang
Quan Du
Tong Xiao
Yue Zhang
Jingbo Zhu
ELM
34
3
0
08 Aug 2023
Generate, Transform, Answer: Question Specific Tool Synthesis for
  Tabular Data
Generate, Transform, Answer: Question Specific Tool Synthesis for Tabular Data
Carlos Gemmell
Jeffrey Stephen Dalton
LMTD
27
13
0
17 Mar 2023
Understanding and Detecting Hallucinations in Neural Machine Translation
  via Model Introspection
Understanding and Detecting Hallucinations in Neural Machine Translation via Model Introspection
Weijia Xu
Sweta Agrawal
Eleftheria Briakou
Marianna J. Martindale
Marine Carpuat
HILM
24
46
0
18 Jan 2023
Competency-Aware Neural Machine Translation: Can Machine Translation
  Know its Own Translation Quality?
Competency-Aware Neural Machine Translation: Can Machine Translation Know its Own Translation Quality?
Pei Zhang
Baosong Yang
Hao-Ran Wei
Dayiheng Liu
Kai Fan
Luo Si
Jun Xie
19
3
0
25 Nov 2022
Too Brittle To Touch: Comparing the Stability of Quantization and
  Distillation Towards Developing Lightweight Low-Resource MT Models
Too Brittle To Touch: Comparing the Stability of Quantization and Distillation Towards Developing Lightweight Low-Resource MT Models
Harshita Diddee
Sandipan Dandapat
Monojit Choudhury
T. Ganu
Kalika Bali
27
5
0
27 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations
Zilu Tang
Muhammed Yusuf Kocyigit
Derry Wijaya
35
8
0
20 Oct 2022
Mismatching-Aware Unsupervised Translation Quality Estimation For
  Low-Resource Languages
Mismatching-Aware Unsupervised Translation Quality Estimation For Low-Resource Languages
Fatemeh Azadi
Heshaam Faili
M. Dousti
15
4
0
31 Jul 2022
Shifts 2.0: Extending The Dataset of Real Distributional Shifts
Shifts 2.0: Extending The Dataset of Real Distributional Shifts
A. Malinin
A. Athanasopoulos
M. Barakovic
Meritxell Bach Cuadra
Mark J. F. Gales
...
Francesco La Rosa
Eli Sivena
V. Tsarsitalidis
Efi Tsompopoulou
E. Volf
OOD
22
28
0
30 Jun 2022
Learning to Scaffold: Optimizing Model Explanations for Teaching
Learning to Scaffold: Optimizing Model Explanations for Teaching
Patrick Fernandes
Marcos Vinícius Treviso
Danish Pruthi
André F. T. Martins
Graham Neubig
FAtt
19
22
0
22 Apr 2022
Learning Confidence for Transformer-based Neural Machine Translation
Learning Confidence for Transformer-based Neural Machine Translation
Yu Lu
Jiali Zeng
Jiajun Zhang
Shuangzhi Wu
Mu Li
36
9
0
22 Mar 2022
Towards Explainable Evaluation Metrics for Natural Language Generation
Towards Explainable Evaluation Metrics for Natural Language Generation
Christoph Leiter
Piyawat Lertvittayakumjorn
M. Fomicheva
Wei-Ye Zhao
Yang Gao
Steffen Eger
AAML
ELM
22
20
0
21 Mar 2022
QEMind: Alibaba's Submission to the WMT21 Quality Estimation Shared Task
QEMind: Alibaba's Submission to the WMT21 Quality Estimation Shared Task
Jiayi Wang
Ke Min Wang
Boxing Chen
Yu Zhao
Weihua Luo
Yuqi Zhang
59
13
0
30 Dec 2021
Beyond Glass-Box Features: Uncertainty Quantification Enhanced Quality
  Estimation for Neural Machine Translation
Beyond Glass-Box Features: Uncertainty Quantification Enhanced Quality Estimation for Neural Machine Translation
Ke Min Wang
Yangbin Shi
Jiayi Wang
Yuqi Zhang
Yu Zhao
Xiaolin Zheng
44
6
0
15 Sep 2021
Translation Error Detection as Rationale Extraction
Translation Error Detection as Rationale Extraction
M. Fomicheva
Lucia Specia
Nikolaos Aletras
13
23
0
27 Aug 2021
Icelandic Parallel Abstracts Corpus
Icelandic Parallel Abstracts Corpus
Haukur Barri Símonarson
Vésteinn Snæbjarnarson
13
1
0
11 Aug 2021
ChrEnTranslate: Cherokee-English Machine Translation Demo with Quality
  Estimation and Corrective Feedback
ChrEnTranslate: Cherokee-English Machine Translation Demo with Quality Estimation and Corrective Feedback
Shiyue Zhang
B. Frey
Mohit Bansal
18
7
0
30 Jul 2021
Knowledge Distillation for Quality Estimation
Knowledge Distillation for Quality Estimation
Amit Gajbhiye
M. Fomicheva
Fernando Alva-Manchego
Frédéric Blain
A. Obamuyide
Nikolaos Aletras
Lucia Specia
19
11
0
01 Jul 2021
Translation Quality Assessment: A Brief Survey on Manual and Automatic
  Methods
Translation Quality Assessment: A Brief Survey on Manual and Automatic Methods
Lifeng Han
Gareth J. F. Jones
A. Smeaton
8
36
0
05 May 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
276
5,660
0
05 Dec 2016
Neural versus Phrase-Based Machine Translation Quality: a Case Study
Neural versus Phrase-Based Machine Translation Quality: a Case Study
L. Bentivogli
Arianna Bisazza
Mauro Cettolo
Marcello Federico
191
328
0
16 Aug 2016
Effective Approaches to Attention-based Neural Machine Translation
Effective Approaches to Attention-based Neural Machine Translation
Thang Luong
Hieu H. Pham
Christopher D. Manning
218
7,923
0
17 Aug 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in
  Deep Learning
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
285
9,136
0
06 Jun 2015
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