semantic-role-labeling

There are 15 repositories under semantic-role-labeling topic.

flairNLP / flair
A very simple framework for state-of-the-art Natural Language Processing (NLP)
machine-learning named-entity-recognition natural-language-processing nlp pytorch semantic-role-labeling sequence-labeling word-embeddings
Language:Python 14288
smilelight / lightKG
基于Pytorch和torchtext的知识图谱深度学习框架。
knowledge-graph kg trane ner named-entity-recognition srl semantic-role-labeling
Language:Python 613
erickrf / nlpnet
A neural network architecture for NLP tasks, using cython for fast performance. Currently, it can perform POS tagging, SRL and dependency parsing.
natural-language-processing neural-network nlp parsing pos-tagging semantic-role-labeling
Language:Python 408
XMUNLP / Tagger
Deep Semantic Role Labeling with Self-Attention
deep-learning tagging semantic-role-labeling tensorflow srl srltagger
Language:Python 307
JinanZou / Astock
Astock
machine-learning nlp nlp-machine-learning stock stock-analysis stock-data stock-price-prediction stock-trading stocktrading semantic-role-labeling stock-movement-forecasting text-classification stock-market-prediction stock-trend-prediction self-supervised-learning
Language:Jupyter Notebook 226
Riccorl / transformer-srl
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.
propbank bert shi dataset srl transformer srltagger srl-annotations nlp natural-language-processing allennlp verbatlas semantic-role-labeling semantic role labeling span conll2012 pytorch transformers
Language:Perl 70
Emotion-Cause-Analysis-Papers
stevehamwu / Emotion-Cause-Analysis-Papers
Collection of papers on Emotion Cause Analysis
emotion-cause emotion-cause-pair-extraction emotion-stimuli-detection paper-list semantic-role-labeling sentiment-analysis
64
yzhangcs / crfsrl
[COLING'22] Code for "Semantic Role Labeling as Dependency Parsing: Exploring Latent Tree Structures Inside Arguments".
semantic-role-labeling span-based treecrf coling2022
Language:Python 62
plandes / clj-nlp-parse
Natural Language Parsing and Feature Generation
stanford-corenlp parsing clojure natural-language-processing semantic-role-labeling
Language:Clojure 38
jgung / verbnet-parser
VerbNet semantic parser and related utilities
semantic-role-labeling verbnet
Language:JavaScript 36
zzsfornlp / zmsp
The Mingled Structured Predictor
structured-prediction dependency-parsing semantic-role-labeling
Language:Python 28
KomeijiForce / MetaIE
This is a meta-model distilled from LLMs for information extraction. This is an intermediate checkpoint that can be well-transferred to all kinds of downstream information extraction tasks.
aspect-based-sentiment-analysis aspect-sentiment-triplet-extraction event-extraction information-extraction meta-learning named-entity-recognition relation-extraction semantic-role-labeling sequence-labeling transfer-learning
Language:Python 27
strubell / preprocess-conll05
Scripts for preprocessing the CoNLL-2005 SRL dataset.
conll-2005 dataset nlp nlp-resources preprocessing semantic-role-labeling
Language:Shell 23
structured-span-selector
lyutyuh / structured-span-selector
A Structured Span Selector (NAACL 2022). A structured span selector with a WCFG for span selection tasks (coreference resolution, semantic role labelling, etc.)
coreference-resolution naacl naacl2022 named-entity-recognition ner nlp semantic-role-labeling srl structured-prediction
Language:Python 21
sanjaymeena / semantic_role_labeling_deep_learning
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)
semantic semantic-role-labeling deep-learning predicate
Language:Python 21
tony-hong / event-embedding-multitask
*SEM 2018: Learning Distributed Event Representations with a Multi-Task Approach
linguistics psycholinguistics semantics multitask embedding multitask-learning embeddings sentence-embeddings event-embeddings semantic-role-labeling thematic-fit sentence-similarity multi-task
Language:Python 21
CogComp / SRL-English
BERT-based nominal Semantic Role Labeling (SRL), both using the Nombank dataset and the Ontonotes dataset.
srl srl-annotations semantic-role-labeling
Language:Python 18
SapienzaNLP / gsrl
GSRL is a seq2seq model for end-to-end dependency- and span-based SRL (IJCAI2021).
nlp srl semantic-role-labeling generation end-to-end seq-to-seq semantics deep-learning
Language:Python 18
stevezheng23 / sequence_labeling_tf
Sequence Labeling in Tensorflow
artificial-intelligence natural-language-understanding natural-language-processing deep-learning machine-learning recurrent-neural-networks convolutional-neural-networks sequence-labeling named-entity-recognition pos-tagging chunking semantic-role-labeling word-sense-disambiguation coreference-resolution
Language:Python 18
SapienzaNLP / unify-srl
Unifying Cross-Lingual Semantic Role Labeling with Heterogeneous Linguistic Resources (NAACL-2021).
nlp deep-learning semantics cross-lingual semantic-role-labeling
Language:Python 17
SapienzaNLP / usea
Universal Semantic Annotator (LREC 2022)
nlp amr-parsing api lrec natural-language-processing onnx pytorch semantic-parsing semantic-role-labeling serving-pytorch-models word-sense-disambiguation lrec2022
Language:Shell 17
utahnlp / structured_tuning_srl
Implementation of our ACL 2020 paper: Structured Tuning for Semantic Role Labeling
finetuning logic loss-functions pytorch regularization roberta semantic-role-labeling srl structured
Language:Python 17
Heidelberg-NLP / SRL-S2S
Encoder-Decoder model for Semantic Role Labeling
allennlp srl semantic-role-labeling cross-lingual-srl pytorch-nlp encoder-decoder-model sequence-to-sequence-models
Language:Python 16
Heidelberg-NLP / xsrl_mbert_aligner
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.
annotation-projection multilingual-srl semantic-role-labeling srl word-alignment
Language:Python 15
scofield7419 / HeSyFu
Code for the ACL2021 paper: Better Combine Them Together! Integrating Syntactic Constituency and Dependency Representations for Semantic Role Labeling
nlp semantic-role-labeling syntactic-parsing syntax
Language:Python 15
cdli-gh / Semantic-Role-Labeler
A semantic role labeling system for the Sumerian language. A Google Summer of Code '18 initiative.
cuneiform information-retrieval natural-language-processing semantic-role-labeling sumerian
Language:HTML 14
andreabac3 / NLP-Semantic-Role-Labeling
NLP - Semantic Role Labeling using GCN, Bert and Biaffine Attention Layer. Developed in Pytorch
gcn gcn-architecture graph-deep-learning nlp natural-language-processing semantic-role-labeling srl bert graph-convolutional-network biaffine-attention-layer biaffine attention-layer pytorch neural neural-network crf conditional-random-field
Language:Python 13
bloomberg / emnlp20_depsrl
Research code and scripts used in the paper Semantic Role Labeling as Syntactic Dependency Parsing.
dependency-parsing emnlp emnlp2020 nlp semantic-role-labeling
Language:Python 13
SapienzaNLP / multi-srl
Code and models for the COLING2020 paper "Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic Approach".
deep-learning natural-language-processing natural-language-understanding neural-network nlp nlu pytorch pytorch-lightning semantic-role-labeling semantics
Language:Python 12
zxgineng / deepnlp
小时候练手的nlp项目
chinese-segmenter deep-learning dependency-parsing named-entity-recognition nlp part-of-speech-tagger semantic-role-labeling text-classification
Language:Python 12
Frozenmad / AMN_SRL
Code implementation of paper Semantic Role Labeling with Associated Memory Network (NAACL 2019)
deep-learning semantic-role-labeling memory-network
Language:Python 11
Fantabulous-J / coref-HGAT
Pytorch Implementation of Our NAACL 2021 Paper "Incorporating Syntax and Semantics in Coreference Resolution with Heterogeneous Graph Attention Network"
coreference-resolution pytorch graph-neural-network semantic-role-labeling dependency-graph
Language:Python 10
heyjing / SRLScore
An SRL-based approach to factuality estimation for text summarization
factuality-estimation semantic-role-labeling text-summarization
Language:Python 10
takshakpdesai / bert_srl_src
BERT models for semantic relation classification and semantic role labeling
bert pytorch semantic-relations semantic-role-labeling
Language:Perl 10
jiangnanboy / albert_srl
albert-crf for SRL(Semantic Role Labeling)，中文语义角色标注。
albert crf srl semantic-role-labeling
Language:Python 9
phueb / DLSRL
Deep Bidirection LSTM for Semantic Role Labeling
bidirectional-lstm deep-learning nlp semantic-role-labeling tensorflow
Language:Python 8