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Analysis Methods in Neural Language Processing: A Survey

Analysis Methods in Neural Language Processing: A Survey

21 December 2018
Yonatan Belinkov
James R. Glass
ArXivPDFHTML

Papers citing "Analysis Methods in Neural Language Processing: A Survey"

50 / 67 papers shown
Title
Superscopes: Amplifying Internal Feature Representations for Language Model Interpretation
Jonathan Jacobi
Gal Niv
LRM
ReLM
55
0
0
03 Mar 2025
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing
DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing
Yi Wang
Fenghua Weng
S. Yang
Zhan Qin
Minlie Huang
Wenjie Wang
KELM
AAML
48
0
0
17 Feb 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models
Yulei Qin
Yuncheng Yang
Pengcheng Guo
Gang Li
Hang Shao
Yuchen Shi
Zihan Xu
Yun Gu
Ke Li
Xing Sun
ALM
88
11
0
31 Dec 2024
Pixology: Probing the Linguistic and Visual Capabilities of Pixel-based
  Language Models
Pixology: Probing the Linguistic and Visual Capabilities of Pixel-based Language Models
Kushal Tatariya
Vladimir Araujo
Thomas Bauwens
Miryam de Lhoneux
VLM
18
0
0
15 Oct 2024
Simbanex: Similarity-based Exploration of IEEE VIS Publications
Simbanex: Similarity-based Exploration of IEEE VIS Publications
Daniel Witschard
Ilir Jusufi
Andreas Kerren
16
0
0
31 Aug 2024
Toward Informal Language Processing: Knowledge of Slang in Large
  Language Models
Toward Informal Language Processing: Knowledge of Slang in Large Language Models
Zhewei Sun
Qian Hu
Rahul Gupta
Richard Zemel
Yang Xu
35
1
0
02 Apr 2024
Establishing degrees of closeness between audio recordings along
  different dimensions using large-scale cross-lingual models
Establishing degrees of closeness between audio recordings along different dimensions using large-scale cross-lingual models
Maxime Fily
Guillaume Wisniewski
Severine Guillaume
Gilles Adda
Alexis Michaud
22
1
0
08 Feb 2024
Patchscopes: A Unifying Framework for Inspecting Hidden Representations
  of Language Models
Patchscopes: A Unifying Framework for Inspecting Hidden Representations of Language Models
Asma Ghandeharioun
Avi Caciularu
Adam Pearce
Lucas Dixon
Mor Geva
25
87
0
11 Jan 2024
Interpreting Pretrained Language Models via Concept Bottlenecks
Interpreting Pretrained Language Models via Concept Bottlenecks
Zhen Tan
Lu Cheng
Song Wang
Yuan Bo
Jundong Li
Huan Liu
LRM
22
20
0
08 Nov 2023
Implications of Annotation Artifacts in Edge Probing Test Datasets
Implications of Annotation Artifacts in Edge Probing Test Datasets
Sagnik Ray Choudhury
Jushaan Kalra
16
0
0
20 Oct 2023
Towards Vision-Language Mechanistic Interpretability: A Causal Tracing
  Tool for BLIP
Towards Vision-Language Mechanistic Interpretability: A Causal Tracing Tool for BLIP
Vedant Palit
Rohan Pandey
Aryaman Arora
Paul Pu Liang
24
20
0
27 Aug 2023
Morphosyntactic probing of multilingual BERT models
Morphosyntactic probing of multilingual BERT models
Judit Ács
Endre Hamerlik
Roy Schwartz
Noah A. Smith
András Kornai
25
9
0
09 Jun 2023
Should We Attend More or Less? Modulating Attention for Fairness
Should We Attend More or Less? Modulating Attention for Fairness
A. Zayed
Gonçalo Mordido
Samira Shabanian
Sarath Chandar
35
10
0
22 May 2023
Idioms, Probing and Dangerous Things: Towards Structural Probing for
  Idiomaticity in Vector Space
Idioms, Probing and Dangerous Things: Towards Structural Probing for Idiomaticity in Vector Space
Filip Klubicka
Vasudevan Nedumpozhimana
John D. Kelleher
27
4
0
27 Apr 2023
Computational modeling of semantic change
Computational modeling of semantic change
Nina Tahmasebi
Haim Dubossarsky
26
6
0
13 Apr 2023
Controlling for Stereotypes in Multimodal Language Model Evaluation
Controlling for Stereotypes in Multimodal Language Model Evaluation
Manuj Malik
Richard Johansson
18
1
0
03 Feb 2023
Interpretability in Activation Space Analysis of Transformers: A Focused
  Survey
Interpretability in Activation Space Analysis of Transformers: A Focused Survey
Soniya Vijayakumar
AI4CE
22
3
0
22 Jan 2023
Dissociating language and thought in large language models
Dissociating language and thought in large language models
Kyle Mahowald
Anna A. Ivanova
I. Blank
Nancy Kanwisher
J. Tenenbaum
Evelina Fedorenko
ELM
ReLM
23
208
0
16 Jan 2023
On the Blind Spots of Model-Based Evaluation Metrics for Text Generation
On the Blind Spots of Model-Based Evaluation Metrics for Text Generation
Tianxing He
Jingyu Zhang
Tianle Wang
Sachin Kumar
Kyunghyun Cho
James R. Glass
Yulia Tsvetkov
25
44
0
20 Dec 2022
A Survey of Knowledge Enhanced Pre-trained Language Models
A Survey of Knowledge Enhanced Pre-trained Language Models
Linmei Hu
Zeyi Liu
Ziwang Zhao
Lei Hou
Liqiang Nie
Juanzi Li
KELM
VLM
17
121
0
11 Nov 2022
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model
BigScience Workshop
:
Teven Le Scao
Angela Fan
Christopher Akiki
...
Zhongli Xie
Zifan Ye
M. Bras
Younes Belkada
Thomas Wolf
VLM
68
2,301
0
09 Nov 2022
Do Charge Prediction Models Learn Legal Theory?
Do Charge Prediction Models Learn Legal Theory?
Zhenwei An
Quzhe Huang
Cong Jiang
Yansong Feng
Dongyan Zhao
ELM
AILaw
24
6
0
31 Oct 2022
Generating Hierarchical Explanations on Text Classification Without
  Connecting Rules
Generating Hierarchical Explanations on Text Classification Without Connecting Rules
Yiming Ju
Yuanzhe Zhang
Kang Liu
Jun Zhao
FAtt
8
3
0
24 Oct 2022
On the Transformation of Latent Space in Fine-Tuned NLP Models
On the Transformation of Latent Space in Fine-Tuned NLP Models
Nadir Durrani
Hassan Sajjad
Fahim Dalvi
Firoj Alam
27
18
0
23 Oct 2022
Probing with Noise: Unpicking the Warp and Weft of Embeddings
Probing with Noise: Unpicking the Warp and Weft of Embeddings
Filip Klubicka
John D. Kelleher
24
4
0
21 Oct 2022
Probing via Prompting
Probing via Prompting
Jiaoda Li
Ryan Cotterell
Mrinmaya Sachan
24
13
0
04 Jul 2022
Gradient-Based Constrained Sampling from Language Models
Gradient-Based Constrained Sampling from Language Models
Sachin Kumar
Biswajit Paria
Yulia Tsvetkov
BDL
28
53
0
25 May 2022
Using Natural Sentences for Understanding Biases in Language Models
Using Natural Sentences for Understanding Biases in Language Models
Sarah Alnegheimish
Alicia Guo
Yi Sun
11
21
0
12 May 2022
Can Visual Dialogue Models Do Scorekeeping? Exploring How Dialogue Representations Incrementally Encode Shared Knowledge
Can Visual Dialogue Models Do Scorekeeping? Exploring How Dialogue Representations Incrementally Encode Shared Knowledge
Brielen Madureira
David Schlangen
17
4
0
14 Apr 2022
Screening Gender Transfer in Neural Machine Translation
Screening Gender Transfer in Neural Machine Translation
Guillaume Wisniewski
Lichao Zhu
Nicolas Bailler
François Yvon
6
4
0
25 Feb 2022
Sparse Interventions in Language Models with Differentiable Masking
Sparse Interventions in Language Models with Differentiable Masking
Nicola De Cao
Leon Schmid
Dieuwke Hupkes
Ivan Titov
25
27
0
13 Dec 2021
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
21
19
0
02 Nov 2021
Evaluating the Faithfulness of Importance Measures in NLP by Recursively
  Masking Allegedly Important Tokens and Retraining
Evaluating the Faithfulness of Importance Measures in NLP by Recursively Masking Allegedly Important Tokens and Retraining
Andreas Madsen
Nicholas Meade
Vaibhav Adlakha
Siva Reddy
96
35
0
15 Oct 2021
Conditional probing: measuring usable information beyond a baseline
Conditional probing: measuring usable information beyond a baseline
John Hewitt
Kawin Ethayarajh
Percy Liang
Christopher D. Manning
31
55
0
19 Sep 2021
Learning Mathematical Properties of Integers
Learning Mathematical Properties of Integers
Maria Ryskina
Kevin Knight
13
6
0
15 Sep 2021
Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in
  Multimodal Transformers
Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformers
Stella Frank
Emanuele Bugliarello
Desmond Elliott
25
81
0
09 Sep 2021
Towards Natural Language Interfaces for Data Visualization: A Survey
Towards Natural Language Interfaces for Data Visualization: A Survey
Leixian Shen
Enya Shen
Yuyu Luo
Xiaocong Yang
Xuming Hu
Xiongshuai Zhang
Zhiwei Tai
Jianmin Wang
29
137
0
08 Sep 2021
DuTrust: A Sentiment Analysis Dataset for Trustworthiness Evaluation
DuTrust: A Sentiment Analysis Dataset for Trustworthiness Evaluation
Lijie Wang
Hao Liu
Shu-ping Peng
Hongxuan Tang
Xinyan Xiao
Ying Chen
Hua-Hong Wu
Haifeng Wang
17
5
0
30 Aug 2021
Layer-wise Analysis of a Self-supervised Speech Representation Model
Layer-wise Analysis of a Self-supervised Speech Representation Model
Ankita Pasad
Ju-Chieh Chou
Karen Livescu
SSL
19
287
0
10 Jul 2021
Can Transformer Language Models Predict Psychometric Properties?
Can Transformer Language Models Predict Psychometric Properties?
Antonio Laverghetta
Animesh Nighojkar
Jamshidbek Mirzakhalov
John Licato
LM&MA
22
14
0
12 Jun 2021
How Reliable are Model Diagnostics?
How Reliable are Model Diagnostics?
V. Aribandi
Yi Tay
Donald Metzler
11
19
0
12 May 2021
Provable Limitations of Acquiring Meaning from Ungrounded Form: What
  Will Future Language Models Understand?
Provable Limitations of Acquiring Meaning from Ungrounded Form: What Will Future Language Models Understand?
William Merrill
Yoav Goldberg
Roy Schwartz
Noah A. Smith
11
67
0
22 Apr 2021
Editing Factual Knowledge in Language Models
Editing Factual Knowledge in Language Models
Nicola De Cao
Wilker Aziz
Ivan Titov
KELM
17
471
0
16 Apr 2021
Ultra-High Dimensional Sparse Representations with Binarization for
  Efficient Text Retrieval
Ultra-High Dimensional Sparse Representations with Binarization for Efficient Text Retrieval
Kyoung-Rok Jang
Junmo Kang
Giwon Hong
Sung-Hyon Myaeng
Joohee Park
Taewon Yoon
Heecheol Seo
19
20
0
15 Apr 2021
Are NLP Models really able to Solve Simple Math Word Problems?
Are NLP Models really able to Solve Simple Math Word Problems?
Arkil Patel
S. Bhattamishra
Navin Goyal
ReLM
LRM
19
762
0
12 Mar 2021
Measuring and Improving Consistency in Pretrained Language Models
Measuring and Improving Consistency in Pretrained Language Models
Yanai Elazar
Nora Kassner
Shauli Ravfogel
Abhilasha Ravichander
Eduard H. Hovy
Hinrich Schütze
Yoav Goldberg
HILM
258
343
0
01 Feb 2021
Meta-trained agents implement Bayes-optimal agents
Meta-trained agents implement Bayes-optimal agents
Vladimir Mikulik
Grégoire Delétang
Tom McGrath
Tim Genewein
Miljan Martic
Shane Legg
Pedro A. Ortega
OOD
FedML
22
40
0
21 Oct 2020
Probing Neural Dialog Models for Conversational Understanding
Probing Neural Dialog Models for Conversational Understanding
Abdelrhman Saleh
Tovly Deutsch
Stephen Casper
Yonatan Belinkov
Stuart M. Shieber
8
13
0
07 Jun 2020
Explaining Black Box Predictions and Unveiling Data Artifacts through
  Influence Functions
Explaining Black Box Predictions and Unveiling Data Artifacts through Influence Functions
Xiaochuang Han
Byron C. Wallace
Yulia Tsvetkov
MILM
FAtt
AAML
TDI
8
164
0
14 May 2020
The Sensitivity of Language Models and Humans to Winograd Schema
  Perturbations
The Sensitivity of Language Models and Humans to Winograd Schema Perturbations
Mostafa Abdou
Vinit Ravishankar
Maria Barrett
Yonatan Belinkov
Desmond Elliott
Anders Søgaard
ReLM
LRM
52
34
0
04 May 2020
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