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@DFKI-NLP

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nfelnlp/README.md

👋 Hi there

I am a researcher and software engineer at the Speech and Language Technology department of the German Research Center for Artificial Intelligence (DFKI) in Berlin and a PhD candidate in Computer Science advised by Prof. Dr.-Ing. Sebastian Möller starting April 2021. Part of the European Language Grid technical team from January 2020 to March 2021.

🔭 Research

Interpretability and Analysis of NLP Models, especially making exploration of model behavior accessible to more user groups through interactive explanations.

📰 Publications

InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations (Feldhus et al., 2023) @ EMNLP 2023 Findings

Thermostat: A Large Collection of NLP Model Explanations and Analysis Tools (Feldhus et al., 2021) @ EMNLP 2021 System Demonstrations

Inseq: An Interpretability Toolkit for Sequence Generation Models (Sarti et al., 2023) @ ACL 2023 System Demonstrations

More of my publications on my homepage and on Google Scholar

🏛️ Education

PhD at TU Berlin (2021-2025)
M.Sc. in Cognitive Systems at Uni Potsdam (2016-2020)
B.A. in Computational Linguistics at Uni Heidelberg (2013-2016)

📌 Links

🦊 GitLab: @nfel
🐦 Twitter: @nfelnlp
🐘 Mastodon (sigmoid.social): @feldhus

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  1. inseq-team/inseq inseq-team/inseq Public

    Interpretability for sequence generation models 🐛 🔍

    Python 361 36

  2. DFKI-NLP/InterroLang DFKI-NLP/InterroLang Public

    InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations [EMNLP 2023 Findings]

    Python 5 1

  3. DFKI-NLP/SMV DFKI-NLP/SMV Public

    Code and data for the ACL 2023 NLReasoning Workshop paper "Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods" (Feldhus et al., 2…

    Python 8 1

  4. DFKI-NLP/LLMCheckup DFKI-NLP/LLMCheckup Public

    Code for the NAACL 2024 HCI+NLP Workshop paper "LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-explanation" (Wang et al. 2024)

    Python 10 1

  5. DFKI-NLP/emp-exp DFKI-NLP/emp-exp Public

    Jsonnet 7 2

  6. DFKI-NLP/thermostat DFKI-NLP/thermostat Public

    Collection of NLP model explanations and accompanying analysis tools

    Jsonnet 143 8