Lukas Galke

1. Bag-of-Words vs. Graph vs. Sequence in Text Classification: Questioning the Necessity of Text-Graphs and the Surprising Strength of a Wide MLP
   2021/09/08 by Lukas Galke, Galke, Lukas, Ansgar Scherp +1 · 3 citations
   Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Advanced Text Analysis Techniques
2. Tokenization and Morphology in Multilingual Language Models: A Comparative Analysis of mT5 and ByT5
   2024/10/15 by Thanh Diem Dang, Dang, Thao Anh, Limor Raviv +3 · 6 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Natural Language Processing Techniques
3. Emergent Communication for Understanding Human Language Evolution: What's Missing?
   2022/04/22 by Lukas Galke, Yoav Ram, Galke, Lukas +3 · 2 citations
   Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7 #Language and cultural evolution #Machine Learning (cs.LG) #Natural Language Processing Techniques #Neural and Evolutionary Computing (cs.NE) #Speech and dialogue systems
4. Deep neural networks and humans both benefit from compositional language structure
   2024/12/30 by Lukas Galke, Yoav Ram, Limor Raviv · 1 voice · 3 citations
   Computer Science · Social Sciences · #Natural Language Processing Techniques #Language and cultural evolution #Topic Modeling
5. Isotropy Matters: Soft-ZCA Whitening of Embeddings for Semantic Code Search
   2024/11/26 by Andor Diera, Diera, Andor, Lukas Galke +3 · 1 citation
   Computer Science · Engineering · Materials Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Modular Robots and Swarm Intelligence #Software Engineering Research
6. GenCodeSearchNet: A Benchmark Test Suite for Evaluating Generalization in Programming Language Understanding
   2023/11/16 by Andor Diera, Abdelhalim Hafedh Dahou, Diera, Andor +9 · 1 citation
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning and Data Classification #Programming Languages (cs.PL) #Software Engineering Research #Topic Modeling
7. Super-additive Cooperation in Language Model Agents
   2025/08/21 by Filippo Tonini, Lukas Galke, Tonini, Filippo +1 · 1 citation
   Social Sciences · Computer Science · #Language and cultural evolution #Mobile Crowdsensing and Crowdsourcing #Multi-Agent Systems and Negotiation
8. Learning and communication pressures in neural networks: Lessons from emergent communication
   2024/11/04 by Lukas Galke, Limor Raviv · 1 citation
   Neuroscience · #Cognitive Science and Education Research #emergent communication #language acquisition #language evolution #large language models #learning biases #learning pressures #multi-agent systems #neural language models #neural networks