Blog: Statistical Machine Learning, Natural Language Processing and Machine Translation Research Notes
Natural Language, noun phrases are interpreted as program objects, verbs as functions and adjective as properties; programmatic semantics inferred as linguistic structure. Natural Language text queries into regular expressions.
Program editor- “Metafor”, brainstorming tool : Meta analysis package for R and intelligent user interface. Person’s narrative as scaffolding code
The metafor package is a free and open-source add-on for conducting meta-analyses with the statistical software…www.metafor-project.org
https://cran.r-project.org/web/packages/metafor/index.html
Parser: MontyLingua natural language understanding system, each input sentence into VSCOO (Verb-subject-object-object)
Common Sense Knowledge: concept Net derived from Open Mind, corpus of 7,50,000 natural language statements. “Dereference anaphora”
Bayessian generative model to capture relevant natural language phenomena and translate English specification into specification tree.
State of the art (SOTA) — most recent stage in the development of the product.
Types of Machine Translation: 1) Rule Based , 2)Statistical and 3) Neural
ACE parser: the Answer Constraint Engine
ACE requires execute permission for temporary files. This is used for dynamically linking in quickcheck code from the…sweaglesw.org
Summarizing Source Code using Neural Attention Model- CODENN
Summarizing Source Code using a Neural Attention Model – CODENN – sriniiyer/codenngithub.com
CodeSum: Translate Program Language to Natural Language
Source: Artificial Intelligence on Medium