INK Lab @ USC

Repositories

• LEAN-LIFE

  Label Efficient Learning From Explanations
  Python MIT 2 16 1 0 Updated Jul 24, 2021

• TriggerNER

  TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)

  information-extraction dataset named-entity-recognition nlp-resources nlp-datasets low-resource sequence-tagging
  Python 19 150 0 0 Updated Jul 22, 2021

• XCSR

  Code Repo for the ACL21 paper "Common Sense Beyond English: Evaluating and Improving Multilingual LMs for Commonsense Reasoning"

  natural-language-understanding commonsense-reasoning nlp-datasets multilingual-models crosslingual-transfer
  Python MIT 0 9 0 0 Updated Jul 12, 2021

• RiddleSense

  RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge

  natural-language-processing question-answering datasets riddles commonsense nlp-datasets
  Python MIT 0 3 0 0 Updated Jul 6, 2021

• MHGRN

  Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering (EMNLP 2020)
  Python 35 147 8 2 Updated Jul 6, 2021

• get-started-on-dl-experiments
  0 1 0 0 Updated Jun 22, 2021

• expl-refinement
  Python MIT 0 0 0 0 Updated Jun 10, 2021

• CommonGen

  A Constrained Text Generation Challenge Towards Generative Commonsense Reasoning

  natural-language-processing deep-learning text-generation natural-language-generation nlg-dataset commonsense-reasoning nlp-datasets
  Python MIT 7 74 0 1 Updated Jun 8, 2021

• Upstream-Bias-Mitigation

  Code and data for NAACL 2021 paper "On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning"
  Python MIT 0 1 0 0 Updated Jun 4, 2021

• CrossFit

  Code for paper "CrossFit 🏋️: A Few-shot Learning Challenge for Cross-task Generalization in NLP" (https://arxiv.org/abs/2104.08835)
  Python 0 10 0 0 Updated Jun 3, 2021

• GMED

  Source code for "Gradient Based Memory Editing for Task-Free Continual Learning", 4th Lifelong ML Workshop@ICML 2020
  Python 0 3 0 5 Updated Jun 2, 2021

• MACROSCORE

  MACROSCORE - Scoring Scientific Research
  Jupyter Notebook 0 0 0 0 Updated May 26, 2021

• deceive-KG-models

  An implementation of the experiments on KG robustness
  Python 0 1 0 0 Updated May 3, 2021

• CALM

  Source code for ICLR 2021 paper : Pre-training Text-to-Text Transformers for Concept-Centric Common Sense
  Python 0 8 0 0 Updated Apr 18, 2021

• hypter

  Zero-shot Learning by Generating Task-specific Adapters
  Python MIT 0 5 0 0 Updated Apr 2, 2021

• NExT

  Source Code for paper "Learning from Explanations with Neural Execution Tree", ICLR 2020
  Python 4 15 0 0 Updated Mar 29, 2021

• VisCOLL

  Code and data for the project "Visually grounded continual learning of compositional semantics"
  Python 3 21 2 2 Updated Mar 26, 2021

• RE-Net

  Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020)

  knowledge-graph temporal-networks reasoning dynamic-networks graph-neural-networks
  Python 61 261 4 0 Updated Mar 22, 2021

• HGN

  Learning Contextualized Knowledge Structures for Commonsense Reasoning
  Python 0 8 0 0 Updated Mar 17, 2021

• AlpacaTag

  AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging (ACL 2019 Demo)

  named-entity-recognition crowdsourcing active-learning sequence-labeling annotation-framework
  HTML 20 114 9 1 Updated Feb 17, 2021

• temporal-gcn-lstm

  Code for Characterizing and Forecasting User Engagement with In-App Action Graphs: A Case Study of Snapchat
  Python 18 44 0 0 Updated Feb 17, 2021

• NumerSense

  The data and code for NumerSense (EMNLP2020)

  nlp language-models commonsense-reasoning commonsense-extraction
  Python MIT 4 13 0 0 Updated Feb 16, 2021

• mrc-explanation

  Source Code for "Teaching Machine Comprehension with Compositional Explanations" (Findings of EMNLP 2020)

  question-answering reading-comprehension machine-reading-comprehension emnlp2020
  Python 0 9 0 0 Updated Dec 12, 2020

• bias-mitigation-via-transfer-learning

  Source code for Arxiv paper: Efficiently Mitigating Classification Bias via Transfer Learning
  0 2 0 0 Updated Oct 22, 2020

• AFET

  AFET: Automatic Fine-Grained Entity Typing (EMNLP'16)
  Python GPL-3.0 18 47 2 0 Updated Sep 20, 2020

• DualRE

  Source code for paper: "Learning Dual Retrieval Module for Semi-supervised Relation Extraction"
  Python 2 32 1 0 Updated Jul 27, 2020

• DArtNet

  Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution

  deep-learning timeseries-forecasting graph-neural-networks temporal-knowledge-graph
  Python 2 12 0 0 Updated Jul 13, 2020

• KagNet Archived

  Knowledge-Aware Graph Networks for Commonsense Reasoning (EMNLP-IJCNLP 19)

  natural-language-processing reasoning commonsense-reasoning commonsense graphneuralnetwork
  Python MIT 52 220 0 0 Updated Jul 5, 2020

• hierarchical-explanation-neural-sequence-models

  Source code for "Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models", ICLR 2020.
  Python MIT 6 18 0 0 Updated Jun 28, 2020

• USC-DS-RelationExtraction Archived

  Distantly Supervised Relation Extraction

  machine-learning natural-language-processing information-extraction knowledgebase relation-extraction
  C++ MIT 115 384 3 0 Updated May 21, 2020