• On Extractive and Abstractive Summarization with Transformer Language Models https://arxiv.org/abs/1909.03186 12 comments 10/9/2019
• From microops to abstract resources: constructing simpler CPU performance models https://arxiv.org/abs/2012.11473 3 comments 3/1/2021
• Your tl;dr by an ai: a deep reinforced model for abstractive summarization https://metamind.io/research/your-tldr-by-an-ai-a-deep-reinforced-model-for-abstractive-summarization 24 comments 13/5/2017
• Abstractions my Deep Learning word2vec model made http://byterot.blogspot.com/2015/06/five-crazy-abstractions-my-deep-learning-word2doc-model-just-did-NLP-gensim.html 55 comments 14/6/2015

• Models of Abstraction https://justinblank.com/notebooks/modelsofabstraction.html 10 comments 28/2/2021 programming
• Verification of Erlang Programs using Abstract Interpretation and Model Checking (2001) https://pdfs.semanticscholar.org/8174/3408a73d77c83cc88d6d9be8f994a0d2f4f2.pdf 2 comments 8/12/2017 compsci , erlang , formalmethods , pdf , programming

• Using abstract models in Django https://www.sankalpjonna.com/learn-django/using-abstract-models-in-django 15 comments 23/5/2021 django
• A Mathematical Model of Package Management Systems [abstract + link to PDF, 33pp] https://arxiv.org/abs/2302.05417 19 comments 17/10/2024 programminglanguages
• What are Abstract Base Classes in Django Models https://blog.nirmites.com/what-are-abstract-base-classes-in-django-models-inheritance-the-detailed-guide/ 6 comments 31/1/2023 djangolearning
• HALucinator - Firmware rehosting through abstraction layer modeling https://github.com/embedded-sec/halucinator 2 comments 6/2/2020 lowlevel
• Using Category Theory in Modeling Generics in OOP (Outline) [abstract + link to PDF] https://arxiv.org/abs/1906.04925 5 comments 13/6/2019 compsci
• What is the benefit of developing a formal model of an abstract system? https://www.reddit.com/r/math/comments/75yqmq/what_is_the_benefit_of_developing_a_formal_model/ 3 comments 12/10/2017 math
• Three types of mathematical models: abstractions, heuristics, and insilications. http://egtheory.wordpress.com/2013/09/08/mathematical-models/ 3 comments 9/9/2013 math
• [R] Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization - Microsoft Research 2022 - Outperforms the 600x larger PaLM-540B on XSum! https://arxiv.org/abs/2208.09770v1 4 comments 26/8/2022 machinelearning
• Neural networks do not develop semantic models about their environment; they cannot reason or think abstractly; they do not have any meaningful understanding of their inputs and outputs https://www.forbes.com/sites/robtoews/2019/11/17/to-understand-the-future-of-ai-study-its-past 661 comments 12/12/2019 programming
• Embracing the Laws of Physics: Three Reversible Models of Computation [abstract + link to PDF] https://arxiv.org/abs/1811.03678 15 comments 13/11/2018 compsci
• Five crazy abstractions my Deep Learning word2vec model just did http://byterot.blogspot.com/2015/06/five-crazy-abstractions-my-deep-learning-word2doc-model-just-did-nlp-gensim.html 30 comments 14/6/2015 programming
• Are the natural sciences a good model for linguistics? 'Abstractions and idealisations: The construction of modern linguistics' Stokhof 2011 http://hplinguistics.pbworks.com/f/stokhof%202011%20abstractions.pdf 14 comments 31/1/2012 linguistics
• Had a great time using Rust to implement the Abstract Calculus, a massively parallel model of computation https://github.com/maiavictor/abstract-calculus 4 comments 28/8/2018 rust
• A Mathematical Model of Package Management Systems -- from General Event Structures to Antimatroids [abstract + link to PDF, 37pp] https://arxiv.org/abs/2302.05417 10 comments 13/2/2023 programminglanguages
• An enriched environment reduces hippocampal inflammatory response and improves cognitive function in a mouse model of stroke. - Abstract https://europepmc.org/article/MED/35535902 2 comments 31/10/2022 science
• Large Language Models for Mathematicians. "In this note, we discuss to what extent they can aid professional mathematicians." [abstract + link to PDF, 13pp] https://arxiv.org/abs/2312.04556 16 comments 9/12/2023 math
• Generating Mathematical Derivations with Large Language Models. "In this paper, we leverage a symbolic engine to generate derivations of equations at scale, and investigate the capabilities of LLMs when deriving goal equations from premises." [abstract + link to PDF, 95pp] https://arxiv.org/abs/2307.09998 2 comments 20/7/2023 math
• The Curse of Recursion: Training on Generated Data Makes Models Forget. "What will happen to GPT-{n} once LLMs contribute much of the language found online? We find that use of model-generated content in training causes irreversible defects in the resulting models" [abstract + link to PDF, 18pp] https://arxiv.org/abs/2305.17493v2 27 comments 29/6/2023 compsci
• Why large language models like ChatGPT are very unlikely to be conscious. Our best evidence shows consciousness is computed enlisting substrate, not abstracting it away like in the digital computation paradigm. So we can use many substrates, but we need to design explicitly for consciousness. https://mentalcontractions.substack.com/p/not-artificially-conscious 4 comments 2/1/2023 futurology
• Gas prices when drivers are age 15-18 impact those drivers' travel preferences for the rest of their lives. Effects are not explained by recessions, income, or costly skill acquisition & are inconsistent w/ recency bias, mental plasticity, & standard habit-formation models. (Pos. causes in abstract) https://www.aeaweb.org/articles/pdf/doi/10.1257/app.20200407?PHPSESSID=3ca3a20cc29997109b3eea0c2a476acb&aeawebcookie=5HjDaL1rJZ3MGQCw15zBuNV81fV7LpMKU4K&etoc=1&perm_aeawebcookie=Uc5S59qvlX8FcXY47heEuSYFOU4aP4Z6irl 58 comments 5/4/2022 science
• Insular cortex neurons encode and retrieve specific immune responses - specific neurons can activate a peripheral immune response. Direct evidence (in a mouse model) that your brain directly affects your immune system. “The brain can store and retrieve specific immune responses” (from the abstract). https://www.sciencedirect.com/science/article/abs/pii/S009286742101223X?dgcid=coauthor 6 comments 9/11/2021 science
• Our world is increasingly filled with models and abstraction. Post-modern French philosopher Jean Baudrillard anticipated how the map would overcome the territory back in 1981. His predictions were accurate. https://bluelabyrinths.com/2021/06/06/an-abstract-oasis-in-the-desert-of-the-real-on-the-relationship-between-map-and-territory/ 57 comments 24/6/2021 philosophy
• Undecidability of Learnability. "[T]here is no known general-purpose procedure for rigorously evaluating whether newly proposed [machine learning] models indeed successfully learn from data. We show that such a procedure cannot exist." [abstract + link to PDF, 28pp] https://arxiv.org/abs/2106.01382 8 comments 4/6/2021 compsci
• Render-JSX: Tools and abstractions for building JSX-based libraries and frameworks, and a super thin (< 1kB) and super-fast JSX-based pure DOM renderer (no layers between code and DOM, so no VirtualDOM, dirty model checking, etc.). https://loreanvictor.github.io/render-jsx/ 7 comments 14/10/2020 javascript

• Modeling Abstract Types in Modules with Open Existential Types http://gallium.inria.fr/~remy/modules/Montagu-Remy@popl09:yzip.pdf 1 comment 11/11/2008 Functional , Type Theory
• Region-Based Model Abstraction http://www.research.microsoft.com/~rehof/publications.html#region 5 comments 7/8/2003 Software-Eng
• Towards a new model of abstraction in the engineering of software http://murl.microsoft.com/LectureDetails.asp?259= 3 comments 8/6/2003 Software-Eng