INK Lab @ USC

RE-Net

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

KagNet

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

MHGRN

Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering (EMNLP 2020)

CrossFit

Code for paper "CrossFit :weight_lifting:: A Few-shot Learning Challenge for Cross-task Generalization in NLP" (https://arxiv.org/abs/2104.08835)

temporal-gcn-lstm

Code for Characterizing and Forecasting User Engagement with In-App Action Graphs: A Case Study of Snapchat

AFET

AFET: Automatic Fine-Grained Entity Typing (EMNLP'16)

fewNER

Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER (ACL 2022)

DualRE

Source code for paper: "Learning Dual Retrieval Module for Semi-supervised Relation Extraction"

hierarchical-explanation-neural-sequence-models

Source code for "Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models", ICLR 2020.

CALM

Source code for ICLR 2021 paper : Pre-training Text-to-Text Transformers for Concept-Centric Common Sense

DIG

Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)

LEAN-LIFE

Label Efficient Learning From Explanations

ReCross

ReCross: Unsupervised Cross-Task Generalization via Retrieval Augmentation

XCSR

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

DArtNet

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

NExT

Source Code for paper "Learning from Explanations with Neural Execution Tree", ICLR 2020

hypter

Zero-shot Learning by Generating Task-specific Adapters

IsoBN

IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization

expl-refinement

Code for the paper "Refining Language Model with Compositional Explanation" (NeurIPS 2021)

RiddleSense

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

sparse-distillation

Code for "Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models"

mrc-explanation

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

rockner

CLIF

Code for Findings at EMNLP 2021 paper: "Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning"

Upstream-Bias-Mitigation

Code and data for NAACL 2021 paper "On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning"

deceive-KG-models

An implementation of the experiments on KG robustness

bias-mitigation-via-transfer-learning

Source code for Arxiv paper: Efficiently Mitigating Classification Bias via Transfer Learning

get-started-on-dl-experiments

MACROSCORE

MACROSCORE - Scoring Scientific Research

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