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thermostat
Collection of NLP model explanations and accompanying analysis toolsTRE
[AKBC 19] Improving Relation Extraction by Pre-trained Language RepresentationsDISTRE
[ACL 19] Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extractiontacrev
[ACL 20] TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction TaskRelEx
RelEx - A simple framework for Relation Extraction built on AllenNLPREval
[ACL 20] Probing Linguistic Features of Sentence-level Representations in Neural Relation Extractionlrv
Layerwise Relevance Visualization in Convolutional Text Graph Classifiersproduct-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).fewie
Few-shot named entity recognitionmeffi-prompt
[EMNLP 2022] Multilingual Relation Classification via Efficient and Effective PromptingLLMCheckup
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)nvc
Neural Vector ConceptualizationOLM
Explanation Method for Neural Models in NLPMultiTACRED
[ACL23] This repository contains the code for our paper "MultiTACRED: A Multilingual Version of the TAC Relation Extraction Dataset"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)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 toolkitdefx
[SemEval 2020] Defx at SemEval-2020 Task 6: Joint Extraction of Concepts and Relations for Definition Extractionemp-exp
gevalm
Code and data for the paper "Evaluating German Transformer Language Models with Syntactic Agreement Tests" (Zaczynska et al., 2020)language-attributions
Learning Explanations from Language Datapgig
diamat
Machine Translation Diagnostics ToolTQ_AutoTest
InterroLang
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations [EMNLP 2023 Findings]pegasus-bridle
Ease your training experience on the DFKI GPU cluster 🦄xai-shift-detection
cross-nvc
Crosslingual Neural Vector Conceptualizationsherlock
State-of-the-art Information ExtractionmEx-Docker-Deployment
weighting-schemes-report
Extend the scikit-learn classification report with custom weighting schemes.mtb-bert-em
Replication of the BERT-EM relation extraction models from the "Matching the Blanks" paper with additional evaluation.mt-testsuite
Test Suite for linguistically-motivated fine grained evaluation of machine translationdfki-nlp.github.io
https://dfki-nlp.github.iomEx_medical_information_extraction
discrete-ehr
ICU predictions on MIMIC-III with discrete and distributed event representations.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.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)low-resource
[ACL-ECNLP 2020] Bootstrapping Named Entity Recognition in E-Commerce with Positive Unlabeled Learningcross-ling-adr
[LREC 2022] Cross-lingual Approaches for the Detection of Adverse Drug Reactionstohyve-services
pynegex
PyNegEx pypi modular package for negexCockrACE-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).recon
Recon is a Java-based tool for the annotation of relations among textual elements and semantic concepts.sam
ADE_templates
This project contains templates and evaluation of models with these templates for the task of Adverse Drug Effect (ADE) detection.weak-supervision-rlhf
Bachelor Thesis: Language Modeling with Reinforcement Learning from Human Feedback with Weak Supervisionsemisupervised-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 2023nfdi4ds-forc
Repository for constructing a dataset for the Field of Research Classification task.for-classifier
📚 Code for my master's thesis "Investigating Knowledge Injection Approaches for Research Field Classification of Scholarly Articles".semantic-storytelling
keepha_annotation_guidelines
Taxonomy4CL
Taxonomy for Computational Linguistics topicsLove Open Source and this site? Check out how you can help us