I’ve seen more of this type of rhetoric online in the last few years and find it very insidious. It subtly erodes the value of objective truth and tries to paint it as only one of many interpretations or beliefs, which is nothing more than a false equivalence.

The concept of being unbiased has been around for a long time, and we’re not going to throw it away just because a few people disagree with the premise.

There is no rhetoric here, it’s just literal truth. There is no implication of equivalence or any statement about the value of objective truth.

Any position is a bias. A flat earther would consider a round-earther biased. That doesn’t make them equal positions.

> Any position is a bias. A flat earther would consider a round-earther biased.

That’s bollocks. The Earth is measurably not flat.

You start from a position of moral relativism and then apply it to falsifiable propositions. It’s really not the same thing. Some ideas are provably false and saying that they are false is not "bias".

Dice are considered "biased" if not all sides have equal probability, even if that's literally true.

When you look up the definition of bias you see "prejudice in favor of or against one thing, person, or group compared with another, usually in a way considered to be unfair."

So the way we use the word has an implication of fairness to most people, and unfortunately reality isn't fair. Truth isn't fair. And that's what I'm trying to point out here in reference to LLM output.

Right. My point is that there are things we can argue about. "Is it better to have this road here or to keep the forest?", for example. Reasonable people can argue differently, and sensibility is important. Some would be biased towards business and economy, and others would be biased towards conservation. Having these debates in the media is helpful, even if you disagree.

But "is the Earth flat?" is no such question. Reasonable people cannot disagree, because the Earth is definitely not flat. Pretending like this is a discussion worth having is not being impartial, it’s doing a disservice to the audience.

> truth itself is a bias

Ehh, bias connotes unfairness, but espousing the truth should be considered the fairest position.

In statistics, bias literally refers to an inaccurate distortion of results.

I get what you're trying to say, but I don't think it's a useful definition of bias.

Truth isn't fair because reality isn't fair. Dice are considered "biased" if not all sides have equal probability, even though that's the "truth" of the die.

I tend to agree with you that defining truth as: “These elements interacted like so,” is difficult to bias unless you introduce relativity. The problems arise when why comes into play and ascribing intent.

Bias implies an offset from something. It's relative. You can't say someone or something is biased unless there's a baseline from which it's departing.

All right, let's say that the baseline is "what is true". Then bias is departure from the truth.

That sounds great, right up until you try to do something with it. You want your LLM to be unbiased? So you're only going to train it on the truth? Where are you going to find that truth? Oh, humans are going to determine it? Well, first, where are you going to find unbiased humans? And, second, they're going to curate all the training data? How many centuries will that take? We're trying to train it in a few months.

And then you get to things like politics and sociology. What is the truth in politics? Yeah, I know, a bunch of politicians say things that are definitely lies. But did Obamacare go too far, or not far enough, or was it just right? There is no "true" answer to that. And yet, discussions about Obamacare may be more or less biased. How are you going to determine what that bias is when there isn't a specific thing you can point to and say, "That is true"?

So instead, they just train LLMs on a large chunk of the internet. Well, that includes things like the fine-sounding-but-completely-bogus arguments of flat earthers. In that environment, "bias" is "departure from average or median". That is the most it can mean. So truth is determined by majority vote of websites. That's not a very good epistemology.

The definition of the word has no responsibility to your opinion of it as an epistemology.

Also, you're just complaining about the difficulty of determining what is true. That's a separate problem, isn't it?

If we had an authoritative way of determining truth, then we wouldn't have the problem of curating material to train an LLM on. So no, I don't think it's a separate problem.

Again, the word "bias" and its definition exists outside the comparatively narrow concern of training LLMs.

So? The smaller problem is solved by solving the larger problem. So, not separate problems.

You seem to have a larger point or position or something that you're hinting at. Would you stop being vague, and actually state what's on your mind?

Literally the only thing I've been addressing is the proper usage of the word bias, there is nothing implied, hidden or hinted at.

You seem determined to make the definition of the word serve some AI-related concern.

"Unbiased" would be a complete and detailed recitation of all of the facts surrounding an incident, arguably down to particles. Anything less introduces some kind of bias. For instance, describing an event as an interaction of people, omitting particles/field details, introduces human bias. That's a natural and useful bias we don't typically care about but does come into play in science.

Political bias creeps in when even the human description of events omits facts that are inconvenient or that people consider irrelevant due to their political commitments.

Any option you choose is biased relative to the option(s) you didn’t choose. There doesn’t have to be an objective baseline.

Someone might say they are biased towards the color orange and that means they have a preference relative to all the other colors. But there is no baseline color.

The baseline is a neutral stance on orange. The option isn't biased, a choice isn't biased. The chooser is.

"What are man's truths ultimately? Merely his irrefutable errors."

(Nietzsche)