Embedding Learning Through Multilingual Concept Induction. - Philipp Dufter; Mengjie Zhao; Martin Schmitt; Alexander M. Fraser; Hinrich Schütze (ACL (1), 2018)

A Universal Semantic Space. - Philipp Dufter; Hinrich Schütze (CoRR, 2018)

A Stronger Baseline for Multilingual Word Embeddings. - Philipp Dufter; Hinrich Schütze (CoRR, 2018)

Analytical Methods for Interpretable Ultradense Word Embeddings. - Philipp Dufter; Hinrich Schütze (EMNLP/IJCNLP (1), 2019)

Increasing Learning Efficiency of Self-Attention Networks through Direct Position Interactions, Learnable Temperature, and Convoluted Attention. - Philipp Dufter; Martin Schmitt; Hinrich Schütze (COLING, 2020)

Monolingual and Multilingual Reduction of Gender Bias in Contextualized Representations. - Sheng Liang; Philipp Dufter; Hinrich Schütze (COLING, 2020)

Identifying Elements Essential for BERT's Multilinguality. - Philipp Dufter; Hinrich Schütze (EMNLP (1), 2020)

SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings. - Masoud Jalili Sabet; Philipp Dufter; François Yvon; Hinrich Schütze (EMNLP (Findings), 2020)

Quantifying the Contextualization of Word Representations with Semantic Class Probing. - Mengjie Zhao; Philipp Dufter; Yadollah Yaghoobzadeh; Hinrich Schütze (EMNLP (Findings), 2020)

SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings. - Masoud Jalili Sabet; Philipp Dufter; Hinrich Schütze (CoRR, 2020)

Identifying Necessary Elements for BERT's Multilinguality. - Philipp Dufter; Hinrich Schütze (CoRR, 2020)

Modeling Graph Structure via Relative Position for Better Text Generation from Knowledge Graphs. - Martin Schmitt; Leonardo F. R. Ribeiro; Philipp Dufter; Iryna Gurevych; Hinrich Schütze (CoRR, 2020)

Subword Sampling for Low Resource Word Alignment. - Ehsaneddin Asgari; Masoud Jalili Sabet; Philipp Dufter; Christoph Ringlstetter; Hinrich Schütze (CoRR, 2020)

ParCourE: A Parallel Corpus Explorer for a Massively Multilingual Corpus. - Ayyoob Imani; Masoud Jalili Sabet; Philipp Dufter; Michael Cysouw; Hinrich Schütze (ACL (demo), 2021)

Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language Models. - Nora Kassner; Philipp Dufter; Hinrich Schütze (EACL, 2021)

Graph Algorithms for Multiparallel Word Alignment. - Ayyoob Imani; Masoud Jalili Sabet; Lutfi Kerem Senel; Philipp Dufter; François Yvon; Hinrich Schütze (EMNLP (1), 2021)

Wine is not v i n. On the Compatibility of Tokenizations across Languages. - Antonis Maronikolakis; Philipp Dufter; Hinrich Schütze (EMNLP (Findings), 2021)

Static Embeddings as Efficient Knowledge Bases? - Philipp Dufter; Nora Kassner; Hinrich Schütze (NAACL-HLT, 2021)

Semantic Text Segment Classification of Structured Technical Content. - Julian Höllig; Philipp Dufter; Michaela Geierhos; Wolfgang Ziegler; Hinrich Schütze (NLDB, 2021)

Locating Language-Specific Information in Contextualized Embeddings. - Sheng Liang; Philipp Dufter; Hinrich Schütze (CoRR, 2021)

BERT Cannot Align Characters. - Antonis Maronikolakis; Philipp Dufter; Hinrich Schütze (CoRR, 2021)

Towards a Broad Coverage Named Entity Resource: A Data-Efficient Approach for Many Diverse Languages. - Silvia Severini; Ayyoob Imani; Philipp Dufter; Hinrich Schütze (LREC, 2022)

An Information-Theoretic Approach and Dataset for Probing Gender Stereotypes in Multilingual Masked Language Models. - Victor Steinborn; Philipp Dufter; Haris Jabbar; Hinrich Schütze (NAACL-HLT (Findings), 2022)

Position Information in Transformers: An Overview. - Philipp Dufter; Martin Schmitt; Hinrich Schütze (Comput. Linguistics, 2022)

MM1: Methods, Analysis and Insights from Multimodal LLM Pre-training. - Brandon McKinzie; Zhe Gan; Jean-Philippe Fauconnier; Sam Dodge; Bowen Zhang 002; Philipp Dufter; Dhruti Shah; Xianzhi Du; Futang Peng; Anton Belyi; Haotian Zhang 005; Karanjeet Singh 003; et al. (ECCV (29), 2024)

MM1: Methods, Analysis & Insights from Multimodal LLM Pre-training. - Brandon McKinzie; Zhe Gan; Jean-Philippe Fauconnier; Sam Dodge; Bowen Zhang 002; Philipp Dufter; Dhruti Shah; Xianzhi Du; Futang Peng; Floris Weers; Anton Belyi; Haotian Zhang 005; et al. (CoRR, 2024)

Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models. - Haotian Zhang 005; Haoxuan You; Philipp Dufter; Bowen Zhang 002; Chen Chen 005; Hong-You Chen; Tsu-Jui Fu; William Yang Wang; Shih-Fu Chang; Zhe Gan; Yinfei Yang (CoRR, 2024)

MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning. - Haotian Zhang 005; Mingfei Gao; Zhe Gan; Philipp Dufter; Nina Wenzel; Forrest Huang; Dhruti Shah; Xianzhi Du; Bowen Zhang 002; Yanghao Li; Sam Dodge; Keen You; et al. (CoRR, 2024)

Multimodal Autoregressive Pre-training of Large Vision Encoders. - Enrico Fini; Mustafa Shukor; Xiujun Li; Philipp Dufter; Michal Klein; David Haldimann; Sai Aitharaju; Victor G. Turrisi da Costa; Louis Béthune; Zhe Gan; Alexander Toshev; Marcin Eichner; et al. (CVPR, 2025)

MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning. - Haotian Zhang 005; Mingfei Gao; Zhe Gan; Philipp Dufter; Nina Wenzel; Forrest Huang; Dhruti Shah; Xianzhi Du; Bowen Zhang 002; Yanghao Li; Sam Dodge; Keen You; et al. (ICLR, 2025)

AXLearn: Modular Large Model Training on Heterogeneous Infrastructure. - Mark Lee; Tom Gunter; Chang Lan; John Peebles; Hanzhi Zhou; Kelvin Zou; Sneha Bangalore; Chung-Cheng Chiu; Nan Du; Xianzhi Du; Philipp Dufter; Ruixuan Hou; et al. (CoRR, 2025)