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josephpotashnik/README.md

Joseph Potashnik

I work on grammar induction, parsing, and computational models of linguistic structure. My current research studies how indirect negative evidence can guide greedy search over bounded context-free grammar hypothesis spaces.

I am an independent researcher and software engineer based in London, with a PhD in Linguistics from Tel Aviv University and a BSc in Physics and Computer Science. My background combines generative linguistics, formal language theory, machine learning, and high-performance research software.

Current Research

A computational linguistics and machine learning project on unsupervised grammar induction from positive evidence, using grammar-shape constraints and indirect negative evidence to guide search.

  • Paper: arXiv:2312.15321
  • Code: public reproducibility repository
  • Areas: grammar induction, computational linguistics, formal languages, parsing, unsupervised learning
  • Implementation: C#/.NET, parallel search, Earley/CKY-style parsing, grammar equivalence

Selected Projects

Earley Parser

A parser for context-free grammars, with a full-stack demonstration interface.

Density-Based Clustering

Implementation and visualization of Rodriguez and Laio’s density-peaks clustering algorithm.

PhD Dissertation

Scalarity and unaccusativity at the lexicon-syntax interface.

Background

  • PhD Linguistics, Tel Aviv University
  • MA Linguistics, summa cum laude
  • BSc Physics and Computer Science
  • Senior software engineering experience in high-performance industrial systems

Contact

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  1. GreedyGrammarInduction-JMLR GreedyGrammarInduction-JMLR Public

    Greedy Grammar Induction with Indirect Negative Evidence

    C#

  2. EarleyParserREST EarleyParserREST Public

    RESTful API for Earley parsing algorithm - ASP.NET Core backend

    C#

  3. parser-ui parser-ui Public

    Interactive UI for Earley Parser - React/TypeScript frontend

    CSS

  4. EarleyParser EarleyParser Public

    An optimised Earley Parser

    HTML

  5. DensityPeaksClustering DensityPeaksClustering Public

    C# implementation of Rodriguez & Laio's Fast Clustering by Density Peaks algorithm

    C# 2 1

  6. density-peaks-ui density-peaks-ui Public

    FrontEnd (with React) For serving Density Peaks Clustering Algorithms

    JavaScript