Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/liuzl/fmr
Functional Meaning Representation and Semantic Parsing Framework
https://github.com/liuzl/fmr
backus-naur-form context-free-grammar earley fmr framenet natural-language-understanding semantic slot-filling slot-grammar
Last synced: 14 days ago
JSON representation
Functional Meaning Representation and Semantic Parsing Framework
- Host: GitHub
- URL: https://github.com/liuzl/fmr
- Owner: liuzl
- License: apache-2.0
- Created: 2017-11-27T09:52:22.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2022-10-17T06:54:59.000Z (about 2 years ago)
- Last Synced: 2024-06-19T00:35:10.396Z (5 months ago)
- Topics: backus-naur-form, context-free-grammar, earley, fmr, framenet, natural-language-understanding, semantic, slot-filling, slot-grammar
- Language: Go
- Homepage:
- Size: 238 KB
- Stars: 77
- Watchers: 4
- Forks: 15
- Open Issues: 5
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# FMR: Functional Meaning Representation & Semantic Parsing Framework
[](https://godoc.org/github.com/liuzl/fmr)[](https://goreportcard.com/report/github.com/liuzl/fmr)
## Projects that uses FMR
### mathsolver
* codes: https://github.com/liuzl/mathsolver
* demo: https://mathsolver.zliu.org/
## What is semantic parsing?
Semantic parsing is the process of mapping a natural language sentence into an intermediate logical form which is a formal representation of its meaning.
The formal representation should be a detailed representation of the complete meaning of the natural language sentence in a fully formal language that:
* Has a rich ontology of types, properties, and relations.
* Supports automated reasoning or execution.
## Representation languages
Early semantic parsers used highly domain-specific meaning representation languages, with later systems using more extensible languages like Prolog, lambda calculus, lambda dependancy-based compositional semantics (λ-DCS), SQL, Python, Java, and the Alexa Meaning Representation Language. Some work has used more exotic meaning representations, like query graphs or vector representations.
### FMR, a formal meaning representation language
* FMR stands for functional meaning representation
* Context-Free Grammar for bridging NL and FMR
* *[VIM Syntax highlighting for FMR grammar file](https://github.com/liuzl/vim-fmr)*
## Tasks
* Grammar checkers
* Dialogue management
* Question answering
* Information extraction
* Machine translation
## What can FMR do, a glance overview
```js
// semantic parsing
"五与5.8的和的平方的1.5次方与two的和减去261.712" =>
nf.math.sub(
nf.math.sum(
nf.math.pow(
nf.math.pow(
nf.math.sum(
5,
nf.math.to_number("5.8")
),
2
),
nf.math.to_number("1.5")
),
2
),
nf.math.to_number("261.712")
); // denotation: 1000
// slot filling
"从上海到天津的机票" => nf.flight("上海", "天津");
"到重庆，明天，从北京" => nf.flight("北京", "重庆");
"到上海去" => nf.flight(null, "上海");
```
## References
* [Semantic Parsing: Past, Present, and Future](http://yoavartzi.com/sp14/slides/mooney.sp14.pdf), Raymond J. Mooney, 2014
* [Introduction to semantic parsing](https://github.com/liuzl/fmr-files/blob/master/cs224u-2019-intro-semparse.pdf), Bill MacCartney, 2019
* [Bringing machine learning and compositional semantics together](https://web.stanford.edu/~cgpotts/manuscripts/liang-potts-semantics.pdf), Percy Liang and Christopher Potts, 2014
* [SippyCup: A semantic parsing tutorial](https://github.com/wcmac/sippycup), Bill MacCartney, 2015
* [Semantic parsing in your browser](https://www.cs.toronto.edu/~muuo/writing/semantic-parsing-in-your-browser/), Muuo Wambua, 2018