User:PlusMinuscule/Chaotic-semantic-analysis-research-to-prepare-merge-delete

I noticed how many similar terms exist around the field of semantic analysis with computational aspects to it.

More than a dozen pages affected.

Question: is there any help from automatic tools showing me link networks of things I'm interested in?

On merging/deletion guidelines for reference:

• reasons potentially covered
  • WP: OVERLAP
  • WP:REDUNDANT
  • probably less so, but because some are vague it is hard to say WP:DUP
• Wikipedia:Merging
• Wikipedia:Proposed article mergers

See also wikidata help merge: https://www.wikidata.org/wiki/Help:Merge

-

Proposed merge/delete ideas

to do

What pages are involved? A first attempt at a summary

Give them rating (0 bad to 3 good, except for languages): [__ <= LENGTH x , SPECIFIC y, DISCUSSION z, USAGE a, LANG d]

• LENGTH: is it just two sentences or a fully fledged article?
• SPECIFIC: is it very vague and name-dropping? or to the point clearly delinieating itself from related terms?
• DISCUSSION: is there an active talk page?
• USAGE: how much in use? (contributions, age. how often accessed?)
• LANG: how many languages have equivalences?

List of pages -> Turns out, maybe a table would help, but not sure. Can rearrange item order more clearly as a list?

• Disambiguation page on Semantic analysis lists SA (linguistics), (ML), (computational), SA (the book),
• Semantic analysis (linguistics): ...
  • References SA (ML) and Sem Structure Analysis.
  • Classified as Semantics only, don't see NLP reference
• Semantic analysis (machine learning):
  • "semantic analysis of a text corpus is the task of building structures that approximate concepts from a large set of documents"
  • --> is it about creating some semantic mindmap of a corpus? finding topics?
  • mentions 'explicit SA', sem similarity, LSA and LDA, ontology learning, IE, .
  • Categories ML and CS stub, has boxes for semantics and NLP,
• Semantic analysis (computational) says
  • " within applied linguistics and computer science, is a composite of semantic analysis and computational components. Semantic analysis refers to a formal analysis of meaning, and computational refers to approaches that in principle support effective implementation in digital computers."
  • see also computational semantics, NLP, Semantic analytics, semantic analysis (ML), Semantic Web, SemEval
  • catgeories. CL, NLP, semantics, Computational fields of study, comp ling stubs)
• Semantic parsing text rather long, 51 references
  • has box on formal semantics (natural language)
  • says "is the task of converting a natural language utterance to a logical form: a machine-understandable representation of its meaning."
  • applications include MT , QA, ontology induction, automated reasoning, code generation, // application areas section: chatbots, IR, MT, Text analytic, QA, ....)
  • also mentions semantic parsing in CV?, mentions datasets for QA and code gen,
  • has see also. automatic programming, class (philosophy), formal sem (ling), IE, IR, MRS, Process philosophy, QA, Sem analysis (ling), Sem role labeling, Statistical sem, syntax, type-token distinction
  • has categories Task in NLP, CL, Sem, Parsing
• Computational semantics says
  • "the study of how to automate the process of constructing and reasoning with meaning representations of natural language expressions." - they mention sigsem group on compsem
  • name dropping from CL task (WSD, anaphora resolution), semantic underpecificstion, presupposition projection, quantifier scope resolution, knowledge repr, automated reasoning,
  • see also: SemParsing, SemEval, NLU, Semantic compression, Semantic Web, WordNet, DRT, MRS, Formal semantics (NL), ...
  • has categories CL, NLP, Semantics, Computational fields of study, CL Stubs, Sem Stubs
• Explicit semantic analysis;
  • vecoral repr of text, is this some special model?
  • it has see also Topic Model
• Semantic structure analysis :
  • seems to be a concrete model proposed?,
  • "is a methodology for systematic description of the intended meaning of natural language, developed by the Summer Institute of Linguistics. The name is also used for Eugene Nida's technique for mapping lexical items from a source language to a receptor language in translation theory. "
  • See also "SA",
  • category: Discourse analysis, Semantics stubs
• Stochastic semantic analysis:
  • "is an approach used in computer science as a semantic component of natural language understanding."
  • mentions MT? ad some books with a title like this?
  • has categories NLP and AI Stub
• Statistical semantics: says "not to be confused with computational semantics",
  • "In linguistics, statistical semantics applies the methods of statistics to the problem of determining the meaning of words or phrases, ideally through unsupervised learning, to a degree of precision at least sufficient for the purpose of information retrieval." -> is is about computational distributional semantics? not sure if specific or just vage
  • "Statistical semantics is a subfield of computational semantics, which is in turn a subfield of computational linguistics and natural language processing"
  • "Statistical semantics focuses on the meanings of common words and the relations between common words, unlike text mining, which tends to focus on whole documents, document collections, or named entities"
  • mentions WSD, keywords from documents, praise from criticism,
  • has see also..SO MANY: Coocc, text corpus // sem similarity, Latent sem anal, latent sem indexing, Semantic analysitcs // CL, Statistical NLP, IR, Text Mining, Web mining
  • has categories Applications of AI, CL, IR techniques, Semantics, statistical NLP, applied statistics, comp fields of study
• Semantic analyTICS is
  • "also termed semantic relatedness, is the use of ontologies to analyze content in web resources. "
  • Category: NLP and Semantic Web
• Semantic analyis (Knowledge repr)
  • starts with "semantic analysis is a method for eliciting and representing knowledge about organisations."
  • see also SA (ML) and ontology chart
  • categories KB and "Library and information sciences stubs"
• Semantic analysis (compilers) is two sentence article, see also to context-sensitive grammar, SA (CS) and category compiler construction among others. The SA (SA) it links to (and that links back) contains just little bit more sentences about it
• Semantic analysis (computer science) redirects to some subpart of Compiler page.
• Natural Language Understanding
  • .... tba
• Semantic Web
  • ...tba
• Semantic technology :
  • "The ultimate goal of semantic technology is to help machines understand data. To enable the encoding of semantics with the data, well-known technologies are RDF (Resource Description Framework)[1] and OWL (Web Ontology Language)"
  • see also; MANY: KG, Metadata, Ontology, RDF, Semantic heterogenity, semantic integration, semantic matching, semantic networks, semantic web, WOL
  • categories: IR techniques, Semantics
• Semantics (CS):
  • says: Not to be confused with Comp Se
  • "In programming language theory, semantics is the rigorous mathematical study of the meaning of programming languages.[1] Semantics assigns computational meaning to valid strings in a programming language syntax. "
  • "Semantics describes the processes a computer follows when executing a program in that specific language"
  • See also: Comp Sem, Formal sem (logic), Formal sem (ling), Ontology, Ontolgy (info science), Sem equivalence, Sem technology
• Semantic Matching,
  • ... tba
• Distributional semantics long text
  • applications look like mentioned elsewehere?:
    • sem similarity finding, word clustering, automating thesaurus creation, wsd, expan search to sysynonyms, define topic of doc, document clustering for ir, data mining and NER, semantic maps (teaching?), paraphrasing, sentiment analysis, model selectional preferences
  • mentions: latent sem analysis, semantic folding,topic model, lexcal semantics, semeval
  • see also MANY: Coocc, distributional-relation DB, Statistics sem, word2vec
  • categorized as : CL, Sem, Lang aqcuisition, Sem relations