1 SCIENCE PASSION TECHNOLOGY Introduction to Scientific Writing 03 Experiments & Reproducibility Matthias Boehm Graz University of Technology, Austria Institute of Interactive Systems and Data Science Data Management Last update: Nov 11, 2021 2 706.015 Introduction to Scientific Writing – 03 Experiments & Reproducibility Matthias Boehm, Graz University of Technology, WS 2021/22 Announcements/Org 015 Introduction to Scientific Writing – 03 Experiments & Reproducibility Matthias Boehm, Graz University of Technology, WS 2021/22 Agenda  Experiments and Result Presentation  Reproducibility and

Papers [Oct 28, 6.15pm, optional]  02 Scientific Reading and Writing [Nov 04, 6pm, optional]  03 Experiments, Reproducibility, and Projects [Nov 11, 6pm, optional] ...  04 Project Presentations [Jan 13, Prototypes and Experiments  Worst Mistake: Schrödinger's Results  Postpone implementation and experiments till last before the deadline  No feedback, no reaction time (experiments require many iterations) Popper: falsifiability of scientific results  Continuous Experiments  Run experiments during survey / prototype building  Systematic experiments  observations and ideas for improvements  Don’t be afraid

overall idea clearly communicated and does it make sense?  Are there missing pieces, missing experiments, missing related work? Scientific Reading  Read out loud  Use PDF-to-Speech 11 706.015 Accept if no time to review  The Goldilocks Method (examples, proofs, theoretical analysis, experiments)  If you can’t say something nasty … (ignore good parts, focus on weaknesses)  Silent but deadly references are omitted”  Proposed Method  To simple, impractical, or well-known; correctness?  Experiments  Datasets synthetic/real, not all aspects evaluated, too small datasets  Conclusions  Disagree

is also optimized based on an improved version of FlashAttention-2 (Dao, 2023). We conduct all experiments on a cluster equipped with NVIDIA H800 GPUs. Each node in the H800 cluster contains 8 GPUs connected ({?1, ?2, · · · , ??}) s??({?1, ?2, · · · , ??}) . (34) Training Strategy. In our preliminary experiments, we find that the RL training on reasoning data, such as code and math prompts, exhibits unique with DeepSeek-V2 Chat (SFT) and train them with either a point-wise or a pair-wise loss. In our experiments, we observe that the RL training can fully tap into and activate the potential of our model, enabling

transparent Colour swatch – for selecting colour to become transparent Pseudo-colour Overlays Some experiments such as FISH microscopy may generate multiple greyscale images which can be overlaid to form

page border usually can’t be seen when you share your drawing, and can be thought of as drafts, experiments or available resources. If you do not want to see the page border while you’re working, you can

page border usually can’t be seen when you share your drawing, and can be thought of as drafts, experiments or available resources. If you do not want to see the page border while you’re working, you can

page border usually can’t be seen when you share your drawing, and can be thought of as drafts, experiments or available resources. If you do not want to see the page border while you’re working, you can

page border usually can’t be seen when you share your drawing, and can be thought of as drafts, experiments or available resources. If you do not want to see the page border while you’re working, you can

page border usually can’t be seen when you share your drawing, and can be thought of as drafts, experiments or available resources. If you do not want to see the page border while you’re working, you can