129 karma · joined June 7, 2022
"Semantics" is literally behavior under execution. This is syntactical analysis by a stochastic language model. I know the NLP literature uses "semantics" to talk about representations but that is an assertion which is contested [1].
Coming back to testing, this implicitly relies on the strong assumption of the LLM correctly associating the code (syntax) with assertions of properties under execution (semantic properties). This is a very risky assumption considering, once again, these things are stochastic in nature and cannot even guarantee syntactical correctness, let alone semantic. Being generous with the former, there is a track record of the latter often failing and producing subtle bugs [2][3][4][5]. Not to mention the observed effect of LLMs often being biased to "agree" with the premise presented to them.
It also kind of misses the point of testing, which is the engineering (not automation) task of reasoning about code and doing QC (even if said tests are later run automatically, I'm talking about their conception). I feel it's a dangerous, albeit tempting, decision to relegate that to an LLM. Fuzzing, sure. But not assertions about program behavior.
[1] A Primer in BERTology: What we know about how BERT works https://arxiv.org/abs/2002.12327 (Layers encode a mix of syntactic and semantic aspects of natural language, and it's problem-specific.)
[2] Large Language Models of Code Fail at Completing Code with Potential Bugs https://arxiv.org/abs/2306.03438
[3] SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering? https://arxiv.org/abs/2502.12115 (best models unable to solve the majority of coding problems)
[4] Evaluating the Code Quality of AI-Assisted Code Generation Tools: An Empirical Study on GitHub Copilot, Amazon CodeWhisperer, and ChatGPT https://arxiv.org/abs/2304.10778
[5] Is Stack Overflow Obsolete? An Empirical Study of the Characteristics of ChatGPT Answers to Stack Overflow Questions https://arxiv.org/abs/2308.02312v4
EDIT: Added references
From the article, they mention about 4 times higher dosing than detected in humans when the MPs enter through medical supplies (including through surgery).
- "about 12 μg of MPs [microplastics] per milliliter of blood have been detected in human blood. [prev studies mentioned above]" (I haven't read those references, though, just going off a quick skim)
- "We would like to bring mouse blood MPs to this level by injection."
- "the diluted final concentration after entering the bloodstream should be blood of about 50 μg/mL" [sic]
A quick search for levels detected in humans led me to this paper [1] that gives 1.84 - 4.65 μg/mL,
though with "a mean particle length of 127.99 ± 293.26 µm (7-3000 µm), and a mean particle width of 57.88 ± 88.89 µm (5-800 µm)." compared to uniform 5-μm-diameter microsphere used in the submitted article.So the mouse dosing is (compared to humans):
- 4 times higher than contamination through medical interventions (if i understand correctly)
- 15 times higher than normal contamination (only based on the one article)
So higher, for sure, but still rather close in cases with a lot of contamination. Not sure how the particle size factors into it[1] Microplastics in human blood: Polymer types, concentrations and characterisation using μFTIR https://doi.org/10.1016/j.envint.2024.108751
EDIT: formatting and rephrasing
- Tree Style Tabs: https://addons.mozilla.org/en-US/firefox/addon/tree-style-ta... (more simplistic, no session saving functionality)
- Tree Tabs: https://addons.mozilla.org/en-US/firefox/addon/tree-tabs (more complex, can also save sessions, but incompatible with some other add-ons and not evaluated for security by Mozilla)
Neither rearrange tabs in the window, just offer an alternate tree listing of open tabs.
Reminds me of the study saying "a teaspoon of honey per day is healthy" with funding from the American Honey Something Association.
Hazardous levels of sodium with this one.
> strong positive correlation between altitude and suicide rate (r = 0.50, p < 0.001).
That is not strong. Put differently, altitude only explains 25% of the suicide rate. I know some fields have lower thresholds for what they consider strong, but still. An effect, sure, but I'd bet on this pointing to something else.
Not familiar with the demographics vs geography here, but how do typical high-altitude places look like in terms of society? They control for median household income and population density, but what about social attitudes? (are these places more rural? more traditionalist?), number of ways people can engage socially (say, cultural events, clubs, and so on), does their diet differ? etc etc.
Also, maybe putting the year (2011) in the title might be good. There may be more recent work / reviews.
EDIT: I forgot to mention diet
A few calendar apps allow a stretch of >4 weeks and there's this POC web version: https://madebyevan.com/calendar/app/ but all I can do for now is constantly switch from a Gantt app to my calendar app (Thunderbird or Google Calendar).