So the bottleneck would appear to be, not the physical limitations of communication, but the rate at which we can structure information to be consumed by another mind.
Rather like how the limiting factor in coding productivity is speed of thought, not speed of typing.
https://en.m.wikipedia.org/wiki/Isochrony#Syllable_timing
Spanish also has heavy syllable merging, even across word boundaries. (Vowels merge together and hiatus turns into di- and triphthongs.) This reduces the number of actual syllables in speech.
Also it might differ Mexican Spanish vs Castilian, where I didn't get much of a complaint by Castilian translators.
(Though, in my experience, simultaneous translators I've worked with and listened to are pretty good. They seem to usually do a better than decent job even for speakers going along at a "normal" pace.)
Yet the way in which we must structure information surely plays a role in how quickly we can do it, right? I can certainly read faster than I can speak, and I'm also confident that I can read with full comprehension faster than I can listen with full comprehension to someone speaking very fast, like at the end of a medicine commercial or the Micro Machines guy.
Take for example a physics teacher. They are fond of drawing diagrams because it's a quicker and easier way to refer to the concepts in play than relying on words alone. If we had the capability to project the imagery that accompanies our thoughts so that others could see it, I suspect we'd have to do a lot less talking. And in fact we practice this already with feelings and body language--most of us know when we've committed a faux pas before anybody says a word about it.
The same goes for programming: my thought is "i want to get all of the user's preferences", which is surely faster than finding where to put the query, when to call it, and then testing its correctness. This is one of the things that Alan Kay and Bret Victor go on about--getting the machine to be usable at a level that is closer to the problem space than to machine code. I understand what you meant, that typing at 300 WPM won't help you to design a system. But a visual development environment that actually works probably would, because it would let you work at a more conceptual level most of the time instead of typing magic words into a terminal.
That's pretty much what Elon Musk cites as his motivation for Neuralink.
I don't think that's true. Physical motion and even sound making in total involves a human being producing a lot more than a few bits of information per second - there are plenty of recordings of people singing, say, that can't compressed to that bitrate.
The only thing that's true is that we can pretty much only emit and absorb language information at a fairly low bitrate.
The simple explanation for this is that a language stream is something like a computer program - difficult to either produce or absorb.
And of course, language with complex structures is fairly unique to humans and provides some amazing things - the ability to help organize society and our own activity on a larger scale, to plan ahead, and etc, and etc, etc....
Edit: Good general discussion of these issues can be found in Tor Norretranders' book The User Illusion. Highly recommended.
There's an interesting video on the fastest meaningful musical tempo or speed, which looks at the interonset interval. It turns out that between 100ms and 50ms seems to be that limit: 10 to 20 beats per second. Or, at the low end, 20 Hz.
Which is the point at which a series of beats becomes a tone.
If you extend this out to a full day, and consider each beat a bit, via GNU Units:
You have: 20 bit/s
You want: M bit /day
* 1.728
/ 0.5787037
That is, the human auditory system is capable of processing at best 1.7 megabits of beat-based information per day. That's only 0.2 MB (bytes), or a small fraction of an old-school 3.5" floppy disk.Mind, that's individual beats, which isn't how we convey information, but it's an interesting data rate limitation. Language encodes at different levels, and arguably people might be able to operate at higher levels.
For spoken English, most of us can accommodate roughly 100 words/min. A typical college-educated adult can read 300 words/minute, and at the high end, perhaps double that. (The less literate are closer to the 100 words/min of spoken speech.)
If a word is considered as 8 bytes (7 characters and a space), then a sustained maximum-rate reading pace would allow for just shy 7 MB per day of information consumed.
Speaking? About 1.1 MB/day.
Both of those assume a full 24 hour day without break, interruption, or sleep.
We can absorb more information in the form of complex tonal or visual signals, but I'd argue that the retention of that information is highly limited.
Any information that a human processes contains a huge amount of prior knowledge and context. Just compare the size of this comment in text bits vs. the (hypothetical) size of the knowledge you need (and have) in order to understand it.
If anything, saying that we communicate only 0.2MB per day illustrates just how huge this prior knowledge must be.
From an information theory perspective human communications might better be modeled as a compressed data stream with a very very big lookup table.
I'm not focusing on the overall channel bandwidth because I think it tells the full story, but it does tell an important story, and in particular, it shows just how constrained that channel really is. If we're sucking (or blowing) through a straw, then there's only so much information as can be mediated.
This becomes particularly significant when you look at the amount of crap that people are flooded with, and realise how much this cuts down on the ability to process significant and meaningful information.
It's literally true for what we are doing right now in this moment: emitting information through a keyboard.
But even then, it feels like we are doing much better than that. Maybe because we use implicit cross-referencing all the time.
The claim is that we _can't_ emit more than a few bits per second, and the rebuttal is that we can. Providing an example that's under the threshold is completely irrelevant.
Perhaps if you measure against the text representation in ASCII, but it's not necessarily easy to quantify all of the other meaningful information that comes from tone, volume, accent, gestures, etc.
Such is to say that monkeys and birds can effectively transmit no information, which is not true.
Perhaps you meant we only commit a few hundred bits of information to long term memory per second under uninteresting conditions?
*Sorry for piling on! I didn't see the other two replies and went to get coffee before finishing my reply.
In another reply I quoted research that shows that only ~10 kbits/sec make it even into layer 4 of v1 from the optic nerve.
If you have anything talking about spinal processing I'd love to read it.
I think the main confusion here was over the definition of 'absorb'. Your version is much narrower than I'd use. The sensory molecular pathways and accompanying structure of nerves themselves produce significant processing right at the outset which your definition would entirely discount. There is no reason to discount what would otherwise become 'pre-processing' in your model.
"the amount that actually makes it into our brain is far less, probably on the order of a hundreds of bits/sec max"
ABCLAW:
"Even the spinal nerve bundle processes orders of magnitude more information just in keeping you balanced on your feet or chair."
Does that information actually make it to the brain? I thought sending a signal to the brain to process it there and then send back balancing signals would take too much time to keep you on your feet (at around 100m/s, a nerve signal would take about 1/50 of a second to move from legs to brain and back)
There also is evidence that your spine can do quite a bit of the muscle control needed for balancing on its own. See knee reflex and spinal cat (completely cut the spinal cord of a cat in the neck; notice that cat is paralyzed. Hang cat in harness, with feet on a treadmill. Turn on treadmill; cat walks (possibly only after some training; I don't know the details). Known since the 1950's. See https://www.scientificamerican.com/article/spinal-cats-walk/ (paywalled)).
Somebody should tell the lossy video compression folks.
> Because of a limited number of axons in the optic nerves (approximately 1 million axons in each) only ~6x10^6 bits/sec leave the retina and only 10^4 make it to layer IV of V1 [22,23]. These data clearly leave the impression that visual cortex receives an impoverished representation of the world, a subject of more than passing interest to those interested in the processing of visual information [24]. Parenthetically, it should be noted that estimates of the bandwidth of conscious awareness itself (i.e. what we ‘see’) are in the range of 100 bits/sec or less [22,23]
Estimates of quantified human sensory system throughput. Available from: https://www.researchgate.net/post/Estimates_of_quantified_hu... [accessed Jun 20, 2017].
Not all information processed is stored.
If the brain didn't receive hundreds of megabits of information per second, nobody would be able to tell the difference between SD and HD video.
To test this, try seeing if you can distinguish HD from SD without the use of your fovea. You have one highly detailed section of your eye, and the rest is low quality input which is "upgraded" through previous sightings with the fovea and your brains knowledge of how it thinks the world works.
See 'foveated rendering' which will be important in the VR world, to learn more: https://en.wikipedia.org/wiki/Foveated_rendering
oh_sigh is being downvoted for truth.
At 100 words/min spoken speech, humans can transmit about 1.1 MB/day sustained (24 hours without interruption).
At 600 words/min reading rate (a very high rate, roughly double the college-educated adult average), a human can absorb a maximum of less than 7 MB/day.
We can estimate the size of a symbol though: 13b for primary tones(20khz range at about 3Hz resolution) + 4b for rising/falling/etc tonal patterns + 7b for volume (1dB detection over 120db range) + (42 phonemes in english so round up to 256 for convenience) 8b for phoneme patterns + 2 ears preprocessed for 2d directions is maybe 4b direction and 4b distance gives a total of around 40b per symbol.
So with that wild approximation, it's at 800 bps, or 8.64 MB / 24h
(My first posts on seeing this concept, elsewhere, had confused bits and bytes, so I ended up with 1.7 MB rather than 0.2 MB.)
But the point remains that that what we're discussing is almost certainly a maximum upper bound on human conscious information processing capacity. And that the values are ... pretty limited, relative to the amounts of information our machines can fling at us.
8.6 MB/day means that on average we're looking at 2/3 of that for waking hours or 5.7 MB. If you spend half your waking hours at work, that's about 2.9 MB of information acquired per day at work, max, over audio track.
And that's the tail-end of a 3.5 billion year R&D effort.
We're talking bits/second (bandwidth) here, not simply bits. So given that...
The human visual pathway has a bandwidth of about 10 megabits per second, so we build the current "view" somewhere in our brain and constantly update it with the stream of data from the visual pathways (there are several). So we're always scanning visually, always updating our view with new info.
Just google search "unconscious visual processing"
The problem with the human body is that is extremely hard to share information. We can absorb gigabytes of information through our eyes and other sensory organs, but we can only emit a few bits of information. When we communicate, we are essentially trying to share our thoughts through a very narrow straw that limits the flow of information. The result of this bottleneck is language. Language requires lots of context, common understanding, and being able to view the world from the other person's perspective to make sense of the tiny amount of information that one person is sharing with another