Our method, Natural Language Autoencoders (NLAs), converts an activation into natural-language text we can read directly. For example: When asked to complete a couplet, NLAs show Claude planning possible rhymes in advance.
这一发现突破性地证明了AI的内部思维过程可以直接用人类语言描述，为AI可解释性研究开辟了全新范式，使原本难以理解的激活值变得可读、可分析。
A child needs at least two kinds of skills before they can comprehend what they’re reading. These are oral language skills (listening, speaking and knowing how spoken words sound) and decoding skills (knowledge of letter-sound relationships to turn a written word into a spoken word).
this is like 00:24:33 where this like cusp of a moment as we move this from able to work with lab-like data to real life data that we're about to have access sort of like to the new telescope to look out at 00:24:45 the universe and then to discover all the things that were invisible to us before
A decision takes place when the encoding of a cognitive selection triggers, upondecoding, an occurrence of a difference that is, a state change within the system [11 ].
!- explanation : symbol-anchored encoding and decoding of cognitive selections
What's also clear in the research is that phonics isn't enough. Children can learn to decode words without knowing what the words mean. To comprehend what they're reading, kids need a good vocabulary, too. That's why reading to kids and surrounding them with quality books is a good idea. The whole language proponents are right about that.
How we insist that the hateful language they hear from public figures on TV does not represent the true spirit of this country.
This line does some work. On one level, it is red meat for colorblind white (and some non-white) liberals who require all black figures to be hopeful (I've discussed this more here: http://www.theatlantic.com/politics/archive/2015/08/between-the-world-and-me-book-club-not-trying-to-get-into-heaven/400271/).
On another level, it is doing some inter-group communication or what Stuart Hall called encoding/decoding and what Mark Anthony Neal translates into "black code" when he talks about Hall's work through modern media cultures. Obama is signaling here that she has noted those who have directed racist, sexist, classist rhetoric at her family. She has taken note.