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Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models

Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models

25 April 2018
Hendrik Strobelt
Sebastian Gehrmann
M. Behrisch
Adam Perer
Hanspeter Pfister
Alexander M. Rush
    VLM
    HAI
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Papers citing "Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Sequence Models"

37 / 37 papers shown
Title
A Large Language Model-based Computational Approach to Improve
  Identity-Related Write-Ups
A Large Language Model-based Computational Approach to Improve Identity-Related Write-Ups
Alex Doboli
24
0
0
27 Dec 2023
k* Distribution: Evaluating the Latent Space of Deep Neural Networks
  using Local Neighborhood Analysis
k* Distribution: Evaluating the Latent Space of Deep Neural Networks using Local Neighborhood Analysis
Shashank Kotyan
Tatsuya Ueda
Danilo Vasconcellos Vargas
27
1
0
07 Dec 2023
Are We Closing the Loop Yet? Gaps in the Generalizability of VIS4ML
  Research
Are We Closing the Loop Yet? Gaps in the Generalizability of VIS4ML Research
Hariharan Subramonyam
Jessica Hullman
VLM
HAI
27
8
0
10 Aug 2023
Angler: Helping Machine Translation Practitioners Prioritize Model
  Improvements
Angler: Helping Machine Translation Practitioners Prioritize Model Improvements
Samantha Robertson
Zijie J. Wang
Dominik Moritz
Mary Beth Kery
Fred Hohman
32
15
0
12 Apr 2023
How Does Attention Work in Vision Transformers? A Visual Analytics
  Attempt
How Does Attention Work in Vision Transformers? A Visual Analytics Attempt
Yiran Li
Junpeng Wang
Xin Dai
Liang Wang
Chin-Chia Michael Yeh
Yan Zheng
Wei Zhang
Kwan-Liu Ma
ViT
20
23
0
24 Mar 2023
Automatically Summarizing Evidence from Clinical Trials: A Prototype
  Highlighting Current Challenges
Automatically Summarizing Evidence from Clinical Trials: A Prototype Highlighting Current Challenges
S. Ramprasad
Denis Jered McInerney
Iain J. Marshal
Byron C. Wallace
24
9
0
07 Mar 2023
Interpretability in Activation Space Analysis of Transformers: A Focused
  Survey
Interpretability in Activation Space Analysis of Transformers: A Focused Survey
Soniya Vijayakumar
AI4CE
29
3
0
22 Jan 2023
The State of the Art in Enhancing Trust in Machine Learning Models with
  the Use of Visualizations
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations
Angelos Chatzimparmpas
R. Martins
I. Jusufi
K. Kucher
Fabrice Rossi
A. Kerren
FAtt
26
160
0
22 Dec 2022
On the Explainability of Natural Language Processing Deep Models
On the Explainability of Natural Language Processing Deep Models
Julia El Zini
M. Awad
27
82
0
13 Oct 2022
Visual Comparison of Language Model Adaptation
Visual Comparison of Language Model Adaptation
R. Sevastjanova
E. Cakmak
Shauli Ravfogel
Ryan Cotterell
Mennatallah El-Assady
VLM
41
16
0
17 Aug 2022
A Visual Analytics System for Improving Attention-based Traffic
  Forecasting Models
A Visual Analytics System for Improving Attention-based Traffic Forecasting Models
Seungmin Jin
Hyunwoo Lee
Cheonbok Park
Hyeshin Chu
Yunwon Tae
Jaegul Choo
Sungahn Ko
20
14
0
08 Aug 2022
ferret: a Framework for Benchmarking Explainers on Transformers
ferret: a Framework for Benchmarking Explainers on Transformers
Giuseppe Attanasio
Eliana Pastor
C. Bonaventura
Debora Nozza
33
30
0
02 Aug 2022
Diagnosing Ensemble Few-Shot Classifiers
Diagnosing Ensemble Few-Shot Classifiers
Weikai Yang
Xi Ye
Xingxing Zhang
Lanxi Xiao
Jiazhi Xia
Zhongyuan Wang
Jun Zhu
Hanspeter Pfister
Shixia Liu
30
16
0
09 Jun 2022
Diagnosing AI Explanation Methods with Folk Concepts of Behavior
Diagnosing AI Explanation Methods with Folk Concepts of Behavior
Alon Jacovi
Jasmijn Bastings
Sebastian Gehrmann
Yoav Goldberg
Katja Filippova
36
15
0
27 Jan 2022
LMdiff: A Visual Diff Tool to Compare Language Models
LMdiff: A Visual Diff Tool to Compare Language Models
Hendrik Strobelt
Benjamin Hoover
Arvind Satyanarayan
Sebastian Gehrmann
VLM
29
19
0
02 Nov 2021
GenNI: Human-AI Collaboration for Data-Backed Text Generation
GenNI: Human-AI Collaboration for Data-Backed Text Generation
Hendrik Strobelt
J. Kinley
Robert Krueger
Johanna Beyer
Hanspeter Pfister
Alexander M. Rush
23
23
0
19 Oct 2021
Relating Neural Text Degeneration to Exposure Bias
Relating Neural Text Degeneration to Exposure Bias
Ting-Rui Chiang
Yun-Nung Chen
47
17
0
17 Sep 2021
Visual Analysis of Hyperproperties for Understanding Model Checking
  Results
Visual Analysis of Hyperproperties for Understanding Model Checking Results
Tom Horak
Norine Coenen
Niklas Metzger
Christopher Hahn
Tamara Flemisch
Julián Méndez
Dennis Dimov
Bernd Finkbeiner
Raimund Dachselt
13
12
0
08 Aug 2021
VisQA: X-raying Vision and Language Reasoning in Transformers
VisQA: X-raying Vision and Language Reasoning in Transformers
Theo Jaunet
Corentin Kervadec
Romain Vuillemot
G. Antipov
M. Baccouche
Christian Wolf
8
26
0
02 Apr 2021
Explaining the Road Not Taken
Explaining the Road Not Taken
Hua Shen
Ting-Hao 'Kenneth' Huang
FAtt
XAI
27
9
0
27 Mar 2021
Neural Machine Translation: A Review of Methods, Resources, and Tools
Neural Machine Translation: A Review of Methods, Resources, and Tools
Zhixing Tan
Shuo Wang
Zonghan Yang
Gang Chen
Xuancheng Huang
Maosong Sun
Yang Liu
3DV
AI4TS
15
105
0
31 Dec 2020
Attention Flows: Analyzing and Comparing Attention Mechanisms in
  Language Models
Attention Flows: Analyzing and Comparing Attention Mechanisms in Language Models
Joseph F DeRose
Jiayao Wang
M. Berger
17
83
0
03 Sep 2020
A Survey of Visual Analytics Techniques for Machine Learning
A Survey of Visual Analytics Techniques for Machine Learning
Jun Yuan
Changjian Chen
Weikai Yang
Mengchen Liu
Jiazhi Xia
Shixia Liu
21
216
0
21 Aug 2020
Diagnosing Concept Drift with Visual Analytics
Diagnosing Concept Drift with Visual Analytics
Weikai Yang
Zhuguo Li
Mengchen Liu
Yafeng Lu
Kelei Cao
Ross Maciejewski
Shixia Liu
45
33
0
28 Jul 2020
Don't Explain without Verifying Veracity: An Evaluation of Explainable
  AI with Video Activity Recognition
Don't Explain without Verifying Veracity: An Evaluation of Explainable AI with Video Activity Recognition
Mahsan Nourani
Chiradeep Roy
Tahrima Rahman
Eric D. Ragan
Nicholas Ruozzi
Vibhav Gogate
AAML
7
17
0
05 May 2020
Towards Deep Federated Defenses Against Malware in Cloud Ecosystems
Towards Deep Federated Defenses Against Malware in Cloud Ecosystems
Josh Payne
A. Kundu
FedML
15
10
0
27 Dec 2019
SANVis: Visual Analytics for Understanding Self-Attention Networks
SANVis: Visual Analytics for Understanding Self-Attention Networks
Cheonbok Park
Inyoup Na
Yongjang Jo
Sungbok Shin
J. Yoo
Bum Chul Kwon
Jian Zhao
Hyungjong Noh
Yeonsoo Lee
Jaegul Choo
HAI
35
38
0
13 Sep 2019
Visual Interaction with Deep Learning Models through Collaborative
  Semantic Inference
Visual Interaction with Deep Learning Models through Collaborative Semantic Inference
Sebastian Gehrmann
Hendrik Strobelt
Robert Krüger
Hanspeter Pfister
Alexander M. Rush
HAI
21
57
0
24 Jul 2019
Analyzing the Structure of Attention in a Transformer Language Model
Analyzing the Structure of Attention in a Transformer Language Model
Jesse Vig
Yonatan Belinkov
19
357
0
07 Jun 2019
NNVA: Neural Network Assisted Visual Analysis of Yeast Cell Polarization
  Simulation
NNVA: Neural Network Assisted Visual Analysis of Yeast Cell Polarization Simulation
Subhashis Hazarika
Haoyu Li
Ko-Chih Wang
Han-Wei Shen
Ching-Shan Chou
28
20
0
19 Apr 2019
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine
  Learning
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning
Ángel Alexander Cabrera
Will Epperson
Fred Hohman
Minsuk Kahng
Jamie Morgenstern
Duen Horng Chau
FaML
6
183
0
10 Apr 2019
A Gray Box Interpretable Visual Debugging Approach for Deep Sequence
  Learning Model
A Gray Box Interpretable Visual Debugging Approach for Deep Sequence Learning Model
Md. Mofijul Islam
Amar Debnath
Tahsin Al Sayeed
Jyotirmay Nag Setu
Md Mahmudur Rahman
Md. Sadman Sakib
M. Razzaque
Md. Mosaddek Khan
Swakkhar Shatabda
HAI
AAML
VLM
19
0
0
20 Nov 2018
A User-based Visual Analytics Workflow for Exploratory Model Analysis
A User-based Visual Analytics Workflow for Exploratory Model Analysis
Dylan Cashman
S. Humayoun
Florian Heimerl
Kendall Park
Subhajit Das
...
Abigail Mosca
J. Stasko
Alex Endert
Michael Gleicher
Remco Chang
21
41
0
27 Sep 2018
A causal framework for explaining the predictions of black-box
  sequence-to-sequence models
A causal framework for explaining the predictions of black-box sequence-to-sequence models
David Alvarez-Melis
Tommi Jaakkola
CML
229
201
0
06 Jul 2017
Six Challenges for Neural Machine Translation
Six Challenges for Neural Machine Translation
Philipp Koehn
Rebecca Knowles
AAML
AIMat
218
1,208
0
12 Jun 2017
OpenNMT: Open-Source Toolkit for Neural Machine Translation
OpenNMT: Open-Source Toolkit for Neural Machine Translation
Guillaume Klein
Yoon Kim
Yuntian Deng
Jean Senellart
Alexander M. Rush
259
1,896
0
10 Jan 2017
Google's Neural Machine Translation System: Bridging the Gap between
  Human and Machine Translation
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation
Yonghui Wu
M. Schuster
Z. Chen
Quoc V. Le
Mohammad Norouzi
...
Alex Rudnick
Oriol Vinyals
G. Corrado
Macduff Hughes
J. Dean
AIMat
716
6,743
0
26 Sep 2016
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