While that might be ideal, is that really the case with most LLM training data? Does the curation process weed out all the slop from bad writers?
2,060 karma · joined February 24, 2022
While that might be ideal, is that really the case with most LLM training data? Does the curation process weed out all the slop from bad writers?
Once upon a time, a small startup could build something and get off the ground by selling a few thousand licenses at $20 apiece. Nowadays, it seems like version 1.0 has to be a bestseller or no one will touch it.
"Don't sign this because you are screwed if x, y, or z happens!" would be a good summation in many cases.
Has anyone had much success with this kind of AI interaction?
It runs completely on the user's computer so there is no service to maintain.
It is a new kind of data management system that was originally an object store to replace conventional file systems; but the tagging features I designed made it useful for creating, querying, and analyzing relational tables.
It is a hobby, so I like seeing how much faster I can perform operations than regular RDBMSs. It is extremely flexible, so lately I have been testing it out using large data sets. Creating tables with 100,000 columns or doing a pivot table in a 227M row table is fun for me.
See my profile for links.
After spewing some vague policy position, a politician's worst fear is that a reporter might ask "What do you mean by that?" Or "How would that work in real life?"
Is there something about it (it's architecture or the company behind it) that is fundamentally different than other social networks? If not, it is doomed to follow them all eventually.
But I also enjoy interacting with other people. It just takes the right 'community' to draw me out of my shell. There have been periods of my life when I was outgoing, because I was in the right environment (college, certain jobs, sports, etc.). Other periods allowed me to retreat into my own isolated world.
There just isn't a magic formula that produces the right kind of community that we want on demand.
Raising a family is hard, but also has many rewards. I have 4 children (now grown) and never regretted it, but I try not to judge others who have made other choices.
You should not have children for your own benefit. Those who expect children to take care of them in their old age, might be disappointed. If you are expecting to get out of them more than you are willing to put into them, you are doing it wrong.
Everyone assumes that they collect and store personal information (to use or sell later), even when the user abandons the process after finding the true cost. There should be another law!
Forecasting crop output can also be tricky. Weather conditions, pests, or other things can lead to failed crops or bumper crops.
The life of a farmer can literally and figuratively be 'feast or famine'.
I say 'no thanks' when the cashier wants to know my phone number, even if I am paying cash.
It is almost impossible to remain anonymous in the consumer space, even if you are really trying.
As I indicated in my previous post, I have a unique kind of data management system that I have built over the years as a hobby project.
It was originally designed to be a replacement for conventional file systems. It is an object store where you could store millions or billions of files in a single container and attach metadata tags to each one. Searches for data could be based on these tags. I had to design a whole new kind of metadata manager to handle these tags.
Since thousands or millions of different kinds of tags could be defined, each with thousands or millions of unique values within them; the whole system started to look like a very wide, sparse relational table.
I found that I could use the individual 'columnar stores' that I built, to also build conventional database tables. I was actually surprised at how well it worked when I started benchmarking it against popular database engines.
I would test my code by downloading and importing various public datasets and then doing analytics against that data. My system does both analytic and transactional operations pretty well.
Most of the datasets only had a few dozen columns and many had millions of rows; but I didn't find any with over a thousand columns.
As I said before, I had previously only tested it out to 10,000 columns. But since reading your original question, I started to play with large numbers of columns.
After tweaking the code, I got it to create tables with up to a million columns and add some random test data to them. A 'SELECT *' query against such a table can take a long time, but doing some queries where only a few dozen of the columns were returned, worked very fast.
How many patients were represented in your dataset? I assume that most rows did not have a value in every column.
I created a system to support my custom object store where the metadata tags are stored within key-value stores. I can use them to create relational tables and query them just like conventional row stores used by many popular database engines.
My 'columnar store database' can handle many thousands of columns within a single table. So far, I have only tested it out to 10,000 columns, but it should handle many more.
I can get sub-second query times against it running on a single desktop. I haven't promoted this feature since everyone I have talked to about it, never had a compelling use for it.
That seems to have all changed in this age of the Internet; where every aspect of your life is exposed for all the world to judge (at least if you are famous). All your words (written or spoken) are presented as proof positive that you and your works are not to be tolerated; even if they are from your teenage years.
It seems like you cannot say anything these days without offending a large number of people; some of whom will try to lead a boycott against you.
I generally like to enjoy a good book, movie, blog, or comic strip without letting politics get in the way.
It paid off for me, but who knows if I would have taken that leap later in life.
This is why I am almost always very reluctant to give out any information that is not absolutely necessary to provide me the service that I need. If they don't know it, they can't leak it.
Every company wants you to fill out their standard form that tries to get you to volunteer way more info than they really need.
You expect every artist, actor, painter, and programmer to make zero $ from anything they create?
Did I read that right?