Category Archives: Reviews

A.I. and the Mastery of Spoken Language

The question isn’t just whether we are capable of making simulations of human speech but, rather, if bots can replicate the singular mind that gives form to all speech.

In Steven Spielberg’s dystopian film, A. I. Artificial Intelligence, a software designer played by William Hurt explains to a group of younger colleagues that it may be possible to make a robot that can love. He imagines a machine that can learn and use the language of “feelings.” The full design would create a “mecha”—a mechanized robot–nearly indistinguishable from a person. His goal in the short term was to make a test-case of a young boy who could be a replacement for a couple grieving their own child’s extended coma.

The film throws out a lot to consider. There are the stunning Spielberg effects of New York City drowning in ice and water several decades in to the future. But the core focus of the film is the experiment of creating a lifelike robot that could be something more than a “supertoy.”  As the story unfolds, it touches on the familiar subject of the Turing Test: the long-standing challenge to make language-based artificial intelligence that is good enough to be indistinguishable from the real thing.

Should we become attached to a machine packaged as one of us? Even without any intent to deceive, can spoken language be refined with algorithms to leap over the usual trip wires of learning a complex grammar, syntax and vocabulary?  It takes humans years to master their own language.

The long first act of the film lets us see an 11-year old Haley Joel Osment as “David,” effectively ingratiating himself to the Swinton family.  In my classes pondering the effects of A.I., this first segment was enough  to stop the film and ask members what seemed plausible and what looked like wild science fiction. I always hoped to encourage the view that no “bot” could converse in ordinary language with the ease and fluency of a normal kid.  That was my bias, but time has proven me wrong. If anything, David’s reactions were a bit too stiff to reflect the loquacious chatter bots around today. Using Siri, Alexa or IBM’s Watson as simple reference points, it is clear that we now have computer- generated language that has mostly mastered the challenges of formulating everyday speech. There’s no question current examples of synthetic varieties are remarkable.

Here’s an example you can try. I routinely have these short essays “read” back to me by Microsoft Word’s “Read Aloud” bot, which comes in the form of a younger male or female voice that can be activated from the “review” section in the top ribbon. Not having an editor, it helps to hear what I’ve written, often letting me hear garbled prose that my eyes have missed. I recall the first version of this addition to Word was pretty choppy: words piled on words without much of attention to their  intonation, or how they might fit within the arc of a complete sentence. Now the application reads with pauses and inflictions that mostly sound right, especially within the narrower realms of word usage focused on formal rather than idiomatic English.  Here is the second paragraph of this piece as read back to me via this Word function:

Of course, language “means” when it is received and interpreted by a person.  An individual has what artificial Intelligence does not: a personality, likes and dislikes, and a biography tied to a life cycle. Personality develops over time and shapes our intentions. It creates chapters of detail revealing our social and chronological histories as biological creatures. A key question isn’t whether we are capable of making simulations of human speech. And that begs an even bigger question about whether bots can replicate the unique mind within each of us that gives form to human speech.

Even tied to advanced machine-learning software, chatterbots easily use similarity to falsely suggest authenticity. And there’s the rub. Generating speech that implies preferences, complex feelings or emotions makes sense only when there is an implied “I.” For lack of a better word, with Siri or Watson there is no kindred soul at home. The language of a bot is a simulacrum: a copy of a natural artifact, but not a natural artifact itself.

Even so, we should celebrate what we have: machines that can verbalize fluently and–with complex algorithms–might speak to our own unique interests.

The Mandate for Compliance over Initiative

The rhetoric of rules places a heavy burden on all of us. Organizations want more data than can be meaningfully used, with few incentives to strive for brevity.

A few years ago law professor Alan Dershowitz described one litigation strategy used by large corporate defendants as “papering the other side to death.” He meant, of course, that a lawyered-up organization can intimidate a plaintiff  by requiring so much data and information that the cost of a “win” becomes too risky and time-consuming.

The phrase has always stuck with me as a perfect representation of a much broader and common bureaucratic document completion documents that take up light years of a hapless consumer’s time.  Of course, paper has often been replaced by online documents forms. But the effect is the same, and we all have our stories. My recently completed online form for a COVID booster shot fell just short of the time needed to sign the papers to buy a house. Even after checking the “Male” and age boxes, the form would not allow me to go forward to the next page until I indicated that I was not pregnant.  Similarly, friends enrolling in Social Security talk of months of efforts to reach an agent.  It’s gotten so bad that AARP, the people who write about retirement, note that seniors may need to hire a professional to access the money from the agency they earned in their working years.

There seems to be a natural tendency to bureaucratize even the simplest processes, ostensibly to be “uniform” and complete. Most of this laid-on complexity seems to be in response to lawyers, who can imagine nearly limitless ways an organization might be sued for not asking the right questions. Few organizations hold their staffs to what would be a useful rule I tried to adopt as the Chair of an academic Department, namely, to try to hold endless requests for reports and information to responses one page written in comprehensible English.  There were raised eyebrows in meetings when other chairs noticed my paltry one page passed along to the Dean in the midst of their much thicker reports.  And, truth to be told, I did screw up the department budget in my quest for brevity.

There seems to be a kind of rules function within organizations that functions to mystify others into compliance. For example, no one reads the “conditions of use” fine-print attached to nearly every downloaded application.  But the sheer volume of the legalese lends authority to the source. If you don’t like a product, you have at least been “papered” with warnings and caveats.

These days the process of taking your self or your car in for service will include a long session for data entry. The front desk clerk taking down your information is now likely to go through a prolonged set of questions that leaves little time for a description of the problem that you want solved.  Filling in forms seems to be a primary function that now exists for its own sake, or because an organization sees itself as mostly in the data management business.

Think of who gets hired and promoted in the organizational world: policy specialists, compliance officers, lawyers, professional writers, contract law specialists, employees charged with reviewing procedures, and especially organizational members–some with OCD tendencies–that see any free choice as something that can be turned into procedure.


The pedant in all of us loves to make guidelines, rubrics, checklists, worksheets, mission statements, instructions, directives, standards , criteria, minimal requirements, qualifications and certifications.


Any procedure can be turned into a process that must be nailed down in multiple “steps.”   Organizational culture naturally wants uniformity, which is not itself a bad thing. The problem is that the folks who write the rules seem to self-select, forming groups who are all too willing to “paper” the rest of us.

Alas, this compulsion toward overwrought rule-making has not produced a comparable group of  specialists motivated to reverse the process. So organizational culture typically embraces a snowballing accumulation of regulations.  All of the accumulating pixels and paper serve as evidence of high productivity.

Even college professors aren’t immune from this tendency, especially when setting up rules defining the  work status of their colleagues. The pedant in all of us loves to make guidelines, rubrics, checklists, worksheets, mission statements, instructions, directives, standards , criteria, minimal requirements, qualifications and certifications. People who might better spend their time on scholarship often drift into generating handbooks of rules for even the most simple of professional tasks, such as observing a younger colleague’s teaching. The arc of a college teacher’s professional career is now tracked, classified, quantified, compared against a rubric, assessed by insiders, assessed by outsiders, tested with online questionnaires, burdened with filings to outside agencies, and itemized in reports to higher-ups. How lucky Albert Einstein was to find refuge not exactly at Princeton University, but at the more innovative Institute for Advanced Study next door.

                  Kenneth Burke

Another temporary resident at the the Institute–a haven for free thinkers–was rhetorician Kenneth Burke, who once described the tendency to over-produce regulatory flotsam as “the bureaucratization of the imaginative.” It’s a perfect phrase. Reining in creativity by “regularizing” work simplifies organizational life, but has a deadening effect on innovators and all of us who must negotiate our way through the labyrinth-like rules thought up by the organizational mind. In effect, the rhetoric of rules places a heavy burden on the most creative among us, too often leading to the redefinition of success as compliance rather than initiative.