Analysis Methods in Neural Language Processing: A Survey

21 December 2018

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

50 / 101 papers shown

Title
Superscopes: Amplifying Internal Feature Representations for Language Model Interpretation Jonathan Jacobi Gal Niv LRM ReLM 60 0 0 03 Mar 2025
Concept Layers: Enhancing Interpretability and Intervenability via LLM Conceptualization Or Raphael Bidusa Shaul Markovitch 61 0 0 20 Feb 2025
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 53 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 Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 90 12 0 31 Dec 2024
Towards Unifying Interpretability and Control: Evaluation via Intervention Usha Bhalla Suraj Srinivas Asma Ghandeharioun Himabindu Lakkaraju 40 5 0 07 Nov 2024
Pixology: Probing the Linguistic and Visual Capabilities of Pixel-based Language Models Kushal Tatariya Vladimir Araujo Thomas Bauwens Miryam de Lhoneux VLM 33 0 0 15 Oct 2024
Simbanex: Similarity-based Exploration of IEEE VIS Publications Daniel Witschard Ilir Jusufi Andreas Kerren 21 0 0 31 Aug 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 40 10 0 27 Jul 2024
LLM Internal States Reveal Hallucination Risk Faced With a Query Ziwei Ji Delong Chen Etsuko Ishii Samuel Cahyawijaya Yejin Bang Bryan Wilie Pascale Fung HILM LRM 36 19 0 03 Jul 2024
Toward Informal Language Processing: Knowledge of Slang in Large Language Models Zhewei Sun Qian Hu Rahul Gupta Richard Zemel Yang Xu 38 1 0 02 Apr 2024
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 Asma Ghandeharioun Avi Caciularu Adam Pearce Lucas Dixon Mor Geva 34 87 0 11 Jan 2024
Interpreting Pretrained Language Models via Concept Bottlenecks Zhen Tan Lu Cheng Song Wang Yuan Bo Jundong Li Huan Liu LRM 32 20 0 08 Nov 2023
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 Vedant Palit Rohan Pandey Aryaman Arora Paul Pu Liang 31 20 0 27 Aug 2023
Morphosyntactic probing of multilingual BERT models Judit Ács Endre Hamerlik Roy Schwartz Noah A. Smith András Kornai 29 9 0 09 Jun 2023
Should We Attend More or Less? Modulating Attention for Fairness A. Zayed Gonçalo Mordido Samira Shabanian Sarath Chandar 37 10 0 22 May 2023
Idioms, Probing and Dangerous Things: Towards Structural Probing for Idiomaticity in Vector Space Filip Klubicka Vasudevan Nedumpozhimana John D. Kelleher 33 4 0 27 Apr 2023
Computational modeling of semantic change Nina Tahmasebi Haim Dubossarsky 31 6 0 13 Apr 2023
A Scalable Space-efficient In-database Interpretability Framework for Embedding-based Semantic SQL Queries P. Kudva R. Bordawekar Apoorva Nitsure 14 0 0 23 Feb 2023
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 Soniya Vijayakumar AI4CE 27 3 0 22 Jan 2023
Dissociating language and thought in large language models Kyle Mahowald Anna A. Ivanova I. Blank Nancy Kanwisher J. Tenenbaum Evelina Fedorenko ELM ReLM 29 209 0 16 Jan 2023
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 40 44 0 20 Dec 2022
A Survey of Knowledge Enhanced Pre-trained Language Models Linmei Hu Zeyi Liu Ziwang Zhao Lei Hou Liqiang Nie Juanzi Li KELM VLM 24 121 0 11 Nov 2022
Towards Human-Centred Explainability Benchmarks For Text Classification Viktor Schlegel Erick Mendez Guzman R. Batista-Navarro 18 5 0 10 Nov 2022
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 116 2,309 0 09 Nov 2022
Do Charge Prediction Models Learn Legal Theory? Zhenwei An Quzhe Huang Cong Jiang Yansong Feng Dongyan Zhao ELM AILaw 27 6 0 31 Oct 2022
Generating Hierarchical Explanations on Text Classification Without Connecting Rules Yiming Ju Yuanzhe Zhang Kang Liu Jun Zhao FAtt 23 3 0 24 Oct 2022
On the Transformation of Latent Space in Fine-Tuned NLP Models Nadir Durrani Hassan Sajjad Fahim Dalvi Firoj Alam 32 18 0 23 Oct 2022
Probing with Noise: Unpicking the Warp and Weft of Embeddings Filip Klubicka John D. Kelleher 30 4 0 21 Oct 2022
Probing via Prompting Jiaoda Li Ryan Cotterell Mrinmaya Sachan 29 13 0 04 Jul 2022
Gradient-Based Constrained Sampling from Language Models Sachin Kumar Biswajit Paria Yulia Tsvetkov BDL 30 53 0 25 May 2022
Using Natural Sentences for Understanding Biases in Language Models Sarah Alnegheimish Alicia Guo Yi Sun 19 21 0 12 May 2022
How Gender Debiasing Affects Internal Model Representations, and Why It Matters Hadas Orgad Seraphina Goldfarb-Tarrant Yonatan Belinkov 18 18 0 14 Apr 2022
Can Visual Dialogue Models Do Scorekeeping? Exploring How Dialogue Representations Incrementally Encode Shared Knowledge Brielen Madureira David Schlangen 22 4 0 14 Apr 2022
Screening Gender Transfer in Neural Machine Translation Guillaume Wisniewski Lichao Zhu Nicolas Bailler François Yvon 6 4 0 25 Feb 2022
Interpreting Language Models with Contrastive Explanations Kayo Yin Graham Neubig MILM 21 77 0 21 Feb 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 56 1,186 0 10 Feb 2022
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
SMDT: Selective Memory-Augmented Neural Document Translation Xu Zhang Jian Yang Haoyang Huang Shuming Ma Dongdong Zhang Jinlong Li Furu Wei 16 2 0 05 Jan 2022
CLICKER: A Computational LInguistics Classification Scheme for Educational Resources Swapnil Hingmire Irene Z Li Rena Kawamura Benjamin Chen Alexander R. Fabbri ... Wai Pan Wong Vanessa Yan Richard Zhou Girish Keshav Palshikar Dragomir R. Radev 11 1 0 16 Dec 2021
Sparse Interventions in Language Models with Differentiable Masking Nicola De Cao Leon Schmid Dieuwke Hupkes Ivan Titov 35 27 0 13 Dec 2021
LMdiff: A Visual Diff Tool to Compare Language Models Hendrik Strobelt Benjamin Hoover Arvind Satyanarayan Sebastian Gehrmann VLM 29 19 0 02 Nov 2021
Evaluating the Faithfulness of Importance Measures in NLP by Recursively Masking Allegedly Important Tokens and Retraining Andreas Madsen Nicholas Meade Vaibhav Adlakha Siva Reddy 103 35 0 15 Oct 2021
Causal Transformers Perform Below Chance on Recursive Nested Constructions, Unlike Humans Yair Lakretz T. Desbordes Dieuwke Hupkes S. Dehaene 233 11 0 14 Oct 2021
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 Maria Ryskina Kevin Knight 18 6 0 15 Sep 2021
Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformers Stella Frank Emanuele Bugliarello Desmond Elliott 32 81 0 09 Sep 2021
Debiasing Methods in Natural Language Understanding Make Bias More Accessible Michael J. Mendelson Yonatan Belinkov 40 23 0 09 Sep 2021