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Natural Language Processing for the next decade. Tokenization, Part-of-Speech Tagging, Named Entity Recognition, Syntactic & Semantic Dependency Parsing, Document Classification
Updated
May 8, 2022
Python
Neural Symbolic Machines is a framework to integrate neural networks and symbolic representations using reinforcement learning, with applications in program synthesis and semantic parsing.
Updated
Feb 9, 2022
Python
A KBQA system based on DBpedia.
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Jul 13, 2020
Java
A relation-aware semantic parsing model from English to SQL
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Dec 9, 2021
Python
A list of recent papers about Meta / few-shot learning methods applied in NLP areas.
A Unified Framework and Analysis for Structured Knowledge Grounding
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May 13, 2022
Python
Provide Semantic Parsing solutions and Natural Language Inferences for multiple languages following the idea of the syntax-semantics interface.
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Jul 7, 2021
Python
Multiple paper open-source codes of the Microsoft Research Asia DKI group
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May 17, 2022
Python
The Resources for "Natural Language to Logical Form" ; "自然语言转逻辑形式"研究资料收集。
Papers and Book to look at when starting NLP 📚
AMR Parsing as Sequence-to-Graph Transduction
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Nov 16, 2019
Python
Translating natural language questions to a structured query language
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Feb 27, 2022
Jupyter Notebook
Content Enhanced BERT-based Text-to-SQL Generation
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May 11, 2021
Python
TAPEX: Table Pre-training via Learning a Neural SQL Executor
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Apr 19, 2022
Python
A dataset of complex questions on semi-structured Wikipedia tables
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Mar 19, 2021
HTML
Transition-based parser for Abstract Meaning Representation (AMR) in Pytorch
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May 11, 2022
Python
SPRING is a seq2seq model for Text-to-AMR and AMR-to-Text (AAAI2021).
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Sep 14, 2021
Python
GAP-text2SQL: Learning Contextual Representations for Semantic Parsing with Generation-Augmented Pre-Training
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Aug 23, 2021
Python
Text-to-SQL in the Wild: A Naturally-Occurring Dataset Based on Stack Exchange Data
Updated
Jun 25, 2021
Jupyter Notebook
SPARQA: Skeleton-based Semantic Parsing for Complex Questions over Knowledge Bases, AAAI 2020
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Sep 8, 2021
Python
AMR Parsing via Graph-Sequence Iterative Inference
Updated
Jan 12, 2021
Python
This is the project containing source codes and pre-trained models about ACL2021 Long Paper ``LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations".
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Mar 2, 2022
Python
🌶️ R²SQL: "Dynamic Hybrid Relation Network for Cross-Domain Context-Dependent Semantic Parsing." (AAAI 2021)
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Dec 20, 2021
Python
FlowSense: A Natural Language Interface for Visual Data Exploration within a Dataflow System
Updated
Feb 11, 2022
TypeScript
PyTorch port of the paper "Language to Logical Form with Neural Attention"
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Jan 23, 2020
Python
Official code for semantic parsing model "HSP" in paper "Complex Question Decomposition for Semantic Parsing"(ACL'19).
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Sep 25, 2019
Python
Compositional Generalization in NLP. A roadmap.
Updated
Mar 22, 2022
Jupyter Notebook
A tensorflow implementation of neural sequence-to-sequence parser for converting natural language queries to logical form.
Updated
Dec 26, 2021
Python
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Through several rounds of changes we've made so far, the generic datasets (originally part of decaNLP) cannot be loaded properly in genienlp anymore and should be fixed.
Also, many of those datasets (e.g. iwslt, sst, squad, imdb) are now part of datasets library. We should remove those obsolete implementations and associated metrics, and import them from