Home
>
Software
>
Constructionalist Parsing - Deciphering Natural Language

Constructionalist Parsing - Deciphering Natural Language

The research in the field of Natural Language Processing usually assumes the existence of a syntactic "Generative Engine" that combines words and word-like elements into syntactic structures, and then sometimes displaces them by "syntactic movement". A Linguistic Parser must "undo" all the effects of syntactic movement, which results in a structure where the relations between the words are represented more directly.

In recent years, a new theoretical framework was introduced, in which the syntactic combinatorial system does not stop at the level of the words. Instead, the same "Generative Engine" continues all-the-way-down into morphology. The various parts of the same word correspond to the different areas of the syntactic tree, and then are brought together by multiple applications of movement.

Within this Constructionalist Framework, the syntactic is not a tree of words - it is a tree made of sub-lexical elements like roots, prefixes, suffixes, etc. The components of a single verb are spread all over the parse tree.

Correspondingly, the function of a Linguistic Parser is different. The goal of the parsing is to "reconstruct" every such sub-lexical element into its original place in the syntactic tree.

By undoing the effects of syntactic movement, "Constructionalist Parsing" produces the syntactic trees where atomic constituents of every word are distributed through such a "reconstructed" syntactic tree. Every constituent is restored into its appropriate location in the tree, where the context for its semantic contribution is found in immediately adjacent locations. Deep Parsing makes it possible for all the relations between the elements in the tree to be strictly local.

The primary distinctive property of "Constructionalist Parsing" is the fact that the meaning of all the elements of a syntactic tree is determined locally.

The argument structures of all the verbs are represent by a small number of "functional elements". These "functional elements" introduce arguments and determine the semantic roles of the immediately adjacent Noun Phrases.

The state-of-art algorithms of "pattern matching" generally fail to produce good results on natural language text, before or after parsing. But when text undergoes "Constructionalist Parsing", the output is more accessible to standard "pattern matching" methods and analysis, because an appropriate representation of text is generated that is in the domain of real Computer Science.

Sasson Margaliot is the founder of Linguistic Agents Ltd, a provider of advanced Linguistic Parsing technology for natural language applications.

green cleaning service Winnetka ...

In The News:

Stay up to date on the latest AI technology advancements and learn about the challenges and opportunities AI presents now and for the future.

Meta removed over 600,000 predatory accounts from Instagram and Facebook while launching enhanced safety protections for teenage users on both platforms.

Facebook crypto scams trick users with fake celebrity endorsements and legitimate-looking cryptocurrency exchange ads that install malware on victims' devices.

Create private chat rooms using the iPhone Notes app collaboration feature with instant messaging capabilities and full control over conversation privacy.

Lyft rolled out safety upgrades with a new Safety Hub, driver blocking capability and a favorite driver option to give riders more control over their experience.

New research shows Americans increasingly trust AI for wellness guidance over social media, with 63% finding artificial intelligence reliable for health.

Luxury fashion brand Dior experienced a January 2025 data breach affecting customer personal information, and notifications were sent months after the discovery.

The commercial Unitree H1 humanoid robot weighs 104 pounds with 365 pound-feet torque per joint and demonstrates dangerous potential when software glitches occur.

Americans average 10-plus hours online daily, according to recent survey, splitting time between streaming shows on TV and browsing websites on multiple devices.

Boost your smartphone privacy instantly with these security tweaks for iPhone and Android that limit ad tracking, hide notifications and prevent unauthorized access.

Platforms like Hoax Tech and JS Click Cloaker help cybercriminals bypass detection systems using machine learning to selectively display scam content to victims.

A new battery recycling technique transforms old lithium-ion batteries into high-performance components that retain 88% capacity after 500 cycles with minimal waste.

Google's Android operating system can warn users about earthquakes before the shaking even begins – and there are ways to do it on your iPhone, too.

Meta's new gesture control wristband might just be the most seamless way to control a computer yet. And no, it doesn't require surgery, a camera, or even a touchscreen. All it needs is your wrist.

Long-haul trucks are now being upgraded with a surprising twist, thanks to California-based startup Revoy. Their electric boost doesn't replace diesel but works alongside it to cut emissions and fuel costs without major disruption.

PayPal and Venmo just rolled out something big: AI-powered scam alerts for Friends and Family payments.

As data centers multiply across the United States, energy demand is increasing at a rapid pace. This has not escaped the notice of large investment firms from Wall Street.

The Unicode Consortium, the nonprofit organization that maintains the Unicode Standard to ensure emojis work across devices, has announced Unicode 17.0, which includes nine new emojis slated for release this fall, in September 2025.

OpenAI is one of the world's leading AI research labs. Founded in 2015, it's behind some of today's most talked-about tools, including GPT, DALL·E, and ChatGPT.

Ever catch your dog staring at the screen during movie night and wonder if they're actually watching? Turns out, they might be. A new scientific study from Auburn University found that many dogs really do engage with television, and not all pups react the same way.

Stop the scammers from making contact in the first place. They're getting your parents' contact information and much more personal data besides, from somewhere.

The Walker S2 robot from UBTech autonomously exchanges its batteries in just three minutes, allowing continuous operation in car factories operated by BYD, Nio and Zeekr.

The FX Super One electric MPV from Faraday Future offers flexible seating, zero-gravity recliners and an AI system that creates a personal connection between driver and vehicle.

Practical solutions for reducing unwanted charity mail, political texts and email spam by opting out of shared lists, replying "STOP" and using data removal services.

Delta's new AI pricing system eliminates static airfares for personalized rates based on individual data, raising questions about fairness while promising optimized revenue.

Constructionalist Parsing - Deciphering Natural Language

Software