Discover DFKI-NLP/MultiTACRED Open Source project by @DFKI-NLP

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DFKI-NLP

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[ACL23] This repository contains the code for our paper "MultiTACRED: A Multilingual Version of the TAC Relation Extraction Dataset"

thermostat

Collection of NLP model explanations and accompanying analysis tools

Jsonnet

143

TRE

[AKBC 19] Improving Relation Extraction by Pre-trained Language Representations

Python

108

DISTRE

[ACL 19] Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction

Python

tacrev

[ACL 20] TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction Task

Jupyter Notebook

RelEx

RelEx - A simple framework for Relation Extraction built on AllenNLP

Jsonnet

REval

[ACL 20] Probing Linguistic Features of Sentence-level Representations in Neural Relation Extraction

Python

lrv

Layerwise Relevance Visualization in Convolutional Text Graph Classifiers

Python

product-corpus

This repository contains the DFKI Product Corpus, a dataset of 174 documents annotated for product and company named entities, and the relation CompanyProvidesProduct.

MobIE

[Konvens21] This repository contains the DFKI MobIE Corpus, a dataset of 3,232 German-language documents that have been annotated with fine-grained geo-entities, such as streets, stops and routes, as well as standard named entity types (organization, date, number, etc).

Python

fewie

Few-shot named entity recognition

Python

meffi-prompt

[EMNLP 2022] Multilingual Relation Classification via Efficient and Effective Prompting

Python

LLMCheckup

Code for the NAACL 2024 HCI+NLP Workshop paper "LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-explanation" (Wang et al. 2024)

Python

nvc

Neural Vector Conceptualization

Jupyter Notebook

OLM

Explanation Method for Neural Models in NLP

Jupyter Notebook

SMV

Code and data for the ACL 2023 NLReasoning Workshop paper "Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods" (Feldhus et al., 2023)

Python

smartdata-corpus

A dataset of almost 2600 German-language documents which has been annotated with fine-grained geo-entities, standard named entity types, and a set of 15 traffic- and industry-related relations.

marian-docker

Dockerfiles for providing a compiled version of the Marian neural machine translation toolkit

Dockerfile

defx

[SemEval 2020] Defx at SemEval-2020 Task 6: Joint Extraction of Concepts and Relations for Definition Extraction

Jupyter Notebook

emp-exp

Jsonnet

gevalm

Code and data for the paper "Evaluating German Transformer Language Models with Syntactic Agreement Tests" (Zaczynska et al., 2020)

Python

language-attributions

Learning Explanations from Language Data

Python

pgig

Jupyter Notebook

diamat

Machine Translation Diagnostics Tool

Python

TQ_AutoTest

InterroLang

InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations [EMNLP 2023 Findings]

Python

pegasus-bridle

Ease your training experience on the DFKI GPU cluster 🦄

Shell

xai-shift-detection

Python

cross-nvc

Crosslingual Neural Vector Conceptualization

Jupyter Notebook

sherlock

State-of-the-art Information Extraction

Python

mEx-Docker-Deployment

Python

covid19-law-matching

Claim retrieval and matching with laws for COVID-19 related legislation (LREC 2022).

HTML

weighting-schemes-report

Extend the scikit-learn classification report with custom weighting schemes.

Python

mtb-bert-em

Replication of the BERT-EM relation extraction models from the "Matching the Blanks" paper with additional evaluation.

Python

mt-testsuite

Test Suite for linguistically-motivated fine grained evaluation of machine translation

TeX

dfki-nlp.github.io

https://dfki-nlp.github.io

TeX

mEx_medical_information_extraction

Python

discrete-ehr

ICU predictions on MIMIC-III with discrete and distributed event representations.

Jupyter Notebook

Ex4CDS

The repository for our annotated corpus of textual explanations for clinical decision support.

sim3s-corpus

Corpus MobASA: a German-language corpus of tweets annotated with their relevance for public transportation, and with sentiment towards aspects related to barrier-free travel.

Python

CoXQL

Code for the paper accepted to EMNLP 2024 Findings: "CoXQL: A Dataset for Parsing Explanation Requests in Conversational XAI Systems" (Wang et al., 2024)

Python

low-resource

[ACL-ECNLP 2020] Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learning

Jupyter Notebook

cross-ling-adr

[LREC 2022] Cross-lingual Approaches for the Detection of Adverse Drug Reactions

Python

tohyve-services

Python

pynegex

PyNegEx pypi modular package for negex

Python

CockrACE-corpus

The “CockrACE” corpus consists of 140 news articles annotated with mentions of entities and their coreference links, as well as relation mentions for the evaluation of relation extraction (RE) experiments. Three semantic relations have been annotated, each of them dealing with people's family relationships (marriages, brother/sister, parent/child).

XML

recon

Recon is a Java-based tool for the annotation of relations among textual elements and semantic concepts.

sam

Python

ADE_templates

This project contains templates and evaluation of models with these templates for the task of Adverse Drug Effect (ADE) detection.

Jupyter Notebook

weak-supervision-rlhf

Bachelor Thesis: Language Modeling with Reinforcement Learning from Human Feedback with Weak Supervision

Jupyter Notebook

semisupervised-mt-qe

Scripts and data to reproduce the experiments of the paper Bhatia et. al 2023, " Semi-supervised learning for Quality Estimation of Machine Translation" - MT Summit 2023

Jupyter Notebook

nfdi4ds-forc

Repository for constructing a dataset for the Field of Research Classification task.

Jupyter Notebook

for-classifier

📚 Code for my master's thesis "Investigating Knowledge Injection Approaches for Research Field Classification of Scholarly Articles".

Python

semantic-storytelling

Jupyter Notebook

keepha_annotation_guidelines

TeX

Taxonomy4CL

Taxonomy for Computational Linguistics topics

Python

DFKI-NLP/MultiTACRED

DFKI-NLP

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