INK Lab @ USC
Intelligence and Knowledge Discovery (INK) Research Lab at University of Southern California
Los Angelas, CA
Pinned Repositories
AlpacaTag
AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging (ACL 2019 Demo)
CommonGen
A Constrained Text Generation Challenge Towards Generative Commonsense Reasoning
CrossFit
Code for paper "CrossFit :weight_lifting:: A Few-shot Learning Challenge for Cross-task Generalization in NLP" (https://arxiv.org/abs/2104.08835)
DIG
Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)
KagNet
Knowledge-Aware Graph Networks for Commonsense Reasoning (EMNLP-IJCNLP 19)
MHGRN
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering (EMNLP 2020)
RE-Net
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020)
RICA
TriggerNER
TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)
USC-DS-RelationExtraction
Distantly Supervised Relation Extraction
INK Lab @ USC's Repositories
INK-USC/RE-Net
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020)
INK-USC/USC-DS-RelationExtraction
Distantly Supervised Relation Extraction
INK-USC/KagNet
Knowledge-Aware Graph Networks for Commonsense Reasoning (EMNLP-IJCNLP 19)
INK-USC/MHGRN
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering (EMNLP 2020)
INK-USC/temporal-gcn-lstm
Code for Characterizing and Forecasting User Engagement with In-App Action Graphs: A Case Study of Snapchat
INK-USC/AFET
AFET: Automatic Fine-Grained Entity Typing (EMNLP'16)
INK-USC/NERO
Source Code for paper "NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction", WWW 2020
INK-USC/shifted-label-distribution
Source code for paper "Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction" (EMNLP 2019)
INK-USC/DualRE
Source code for paper: "Learning Dual Retrieval Module for Semi-supervised Relation Extraction"
INK-USC/hierarchical-explanation-neural-sequence-models
Source code for "Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models", ICLR 2020.
INK-USC/CALM
Source code for ICLR 2021 paper : Pre-training Text-to-Text Transformers for Concept-Centric Common Sense
INK-USC/LEAN-LIFE
Label Efficient Learning From Explanations
INK-USC/XCSR
Code Repo for the ACL21 paper "Common Sense Beyond English: Evaluating and Improving Multilingual LMs for Commonsense Reasoning"
INK-USC/DArtNet
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure Evolution
INK-USC/NExT
Source Code for paper "Learning from Explanations with Neural Execution Tree", ICLR 2020
INK-USC/expl-refinement
Code for the paper "Refining Language Model with Compositional Explanation" (NeurIPS 2021)
INK-USC/hypter
Zero-shot Learning by Generating Task-specific Adapters
INK-USC/IsoBN
IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization
INK-USC/ConNet
INK-USC/RiddleSense
RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge
INK-USC/mrc-explanation
Source Code for "Teaching Machine Comprehension with Compositional Explanations" (Findings of EMNLP 2020)
INK-USC/rockner
INK-USC/CLIF
Code for Findings at EMNLP 2021 paper: "Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning"
INK-USC/procedural-extraction
Code for paper Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis, in proceedings of ACL 2019
INK-USC/Upstream-Bias-Mitigation
Code and data for NAACL 2021 paper "On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning"
INK-USC/deceive-KG-models
An implementation of the experiments on KG robustness
INK-USC/bias-mitigation-via-transfer-learning
Source code for Arxiv paper: Efficiently Mitigating Classification Bias via Transfer Learning
INK-USC/get-started-on-dl-experiments
INK-USC/MACROSCORE
MACROSCORE - Scoring Scientific Research
INK-USC/AutoTriggER