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About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

About Joe Roushar

Former spy, current enterprise systems architect and entrpreneur, camper, canoeist, musician, grandparent, inventor.

05 May Learning from Errors

Error

If at first you don’t succeed, try – try again. Humans are pretty good at learning from our mistakes. In fact, some suggest that whatever doesn’t kill you makes you stronger. Today I’d like to riff on that theme a bit, and talk about ways in which machines can implement learning from errors. Error Minimization […]

05 May A Slice of Language

A Different Approach The previous section explained why we need the ground-up formulation of a new grammar for Natural Language (NL) understanding: none of the existing ones can accommodate the high demands of modern technology and approximate the paradigm of artificial intelligence as a model for human linguistic competence and performance across all linguistic phenomena. In […]

03 May Up from Words to Sentences

Crossword Puzzle

Words and Sentences The game of Scrabble is completely about words. Crossword puzzles go from sentence or phrase to word. Our analytical approach begins with the word, but doesn’t stop there. From both the cognitive and computational perspectives, the sentence exhibits far more complexity and changeability than the word. At any given moment, the structure of […]

02 May Linguistic Building Blocks

Scrabble Blocks

Linguistic Building Blocks While languages are infinite, each has a finite number of structures, functions and attributes. Functions and attributes are the building blocks of a grammar. Grammars or languages are categorized as regular, context-free (CF), context-sensitive (CS), recursive, and recursively enumerable. A context-sensitive grammar is a powerful formalism that describes the language in terms of […]

01 May Traditional Grammar from the Top Down

Top Down is Not Magic

What is Traditional Grammar Grammars provide the knowledge and rules necessary to understand or disambiguate the often ambiguous strings of words that constitute language. People disambiguate by searching available knowledge (Nirenburg, 1987). Because a traditional grammar specifies a finite set of rules or patterns which attempt to capture the regularities of a language (Grosz, 1986), it […]

30 Apr Exceptional Logic

Exception

Exceptions to the Rules In natural language, exceptions to rules of grammar and other characteristics are frequent, and exhibit little consistency or predictability. They may multiply in discourse and in situations where the speaker/writer’s competence is limited. Idioms and irregular verbs are common exceptions which can be quite difficult to categorize or describe using formal descriptive grammar. Further exceptions […]

29 Apr The Multiple Meanings of Polysemy

Polysemy and Constraints Perhaps the most difficult task in Natural Language (NL) understanding is the resolution of polysemy or multiple meanings. Many words in every language do not exhibit polysemy and require no disambiguation. Most words, however, can be interpreted in at least a few different ways. This makes disambiguating NL text a non-trivial task. Each different meaning and shade […]

28 Apr Mosaic of Concepts

Stereo Vision

KR Mosaic On our way to knowledge representation (KR), we’ve looked at concepts and logical propositions and words and taxonomies. I know this can all be a bit confusing, but please bear with me a little longer. Word relations are more than a two-dimensional mosaic of related concepts – they form a deep hierarchy with multiple […]

26 Apr Continuity of Learning

Language in Head

Production and Comprehension We know that comprehension and language production occur in different areas of the brain and occupy opposite ends of the continuum in the communicative model. The relative independence of the production and comprehension centers suggests one of three possibilities: Syntactic and lexical data are replicated in both the production and comprehension centers of […]

25 Apr Conceptual Paradigms

Broken Egg

Conceptual Structure The different functions of language are acquired at different stages. As described by Sowa, these functions show why semantics can be considered a guide to how we learn syntax: “First, children associate words with concrete concepts used in perceiving the world and acting upon it. Next, they learn syntactic rules for mapping concepts […]