There are 15 repositories under semantic-role-labeling topic.
基于Pytorch和torchtext的知识图谱深度学习框架。
Reimplementation of a BERT based model (Shi et al, 2019), currently the state-of-the-art for English SRL. This model implements also predicate disambiguation.
Collection of papers on Emotion Cause Analysis
Natural Language Parsing and Feature Generation
Scripts for preprocessing the CoNLL-2005 SRL dataset.
SRL deep learning model is based on DB-LSTM which is described in this paper : [End-to-end learning of semantic role labeling using recurrent neural networks](http://www.aclweb.org/anthology/P15-1109)
*SEM 2018: Learning Distributed Event Representations with a Multi-Task Approach
A Structured Span Selector (NAACL 2022). A structured span selector with a WCFG for span selection tasks (coreference resolution, semantic role labelling, etc.)
GSRL is a seq2seq model for end-to-end dependency- and span-based SRL (IJCAI2021).
Sequence Labeling in Tensorflow
Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic Resources (NAACL-2021).
A semantic role labeling system for the Sumerian language. A Google Summer of Code '18 initiative.
Implementation of our ACL 2020 paper: Structured Tuning for Semantic Role Labeling
BERT-based nominal Semantic Role Labeling (SRL), both using the Nombank dataset and the Ontonotes dataset.
Encoder-Decoder model for Semantic Role Labeling
X-SRL Dataset. Including the code for the SRL annotation projection tool and an out-of-the-box word alignment tool based on Multilingual BERT embeddings.
Universal Semantic Annotator (LREC 2022)
Research code and scripts used in the paper Semantic Role Labeling as Syntactic Dependency Parsing.
Code for the ACL2021 paper: Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling
NLP - Semantic Role Labeling using GCN, Bert and Biaffine Attention Layer. Developed in Pytorch
Pytorch Implementation of Our NAACL 2021 Paper "Incorporating Syntax and Semantics in Coreference Resolution with Heterogeneous Graph Attention Network"
Code and models for the COLING2020 paper "Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic Approach".
BERT models for semantic relation classification and semantic role labeling
Semantic role labeling with subwords (character, character-ngram and morphology)
Build and match patterns for semantic role labelling / information extraction with SpaCy
This project is about Template Extraction from a document using NLP Techniques