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INK Lab @ USC's Projects

afet icon afet

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

alpacatag icon alpacatag

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

bite icon bite

Code and data for paper "BITE: Textual Backdoor Attacks with Iterative Trigger Injection"

calm icon calm

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

clif icon clif

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

clustype icon clustype

Automatic Entity Recognition and Typing for Domain-Specific Corpora (KDD'15)

commongen icon commongen

A Constrained Text Generation Challenge Towards Generative Commonsense Reasoning

cpl icon cpl

Collaborative Policy Learning for Open Knowledge Graph Reasoning (EMNLP 2019)

crossfit icon crossfit

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

crosstaskmoe icon crosstaskmoe

Code for paper "Eliciting and Understanding Cross-task Skills with Task-level Mixture-of-Experts" (Findings of EMNLP 2022)

dartnet icon dartnet

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

dig icon dig

Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)

dualre icon dualre

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

entity-robustness icon entity-robustness

Code and data for paper "On the Robustness of Reading Comprehension Models to Entity Renaming" (NAACL'22)

er-test icon er-test

Code for ER-Test, accepted to the Findings of EMNLP 2022

expl-refinement icon expl-refinement

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

fairr icon fairr

FaiRR: Faithful and Robust Deductive Reasoning over Natural Language (ACL 2022)

fewner icon fewner

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

fid-icl icon fid-icl

"FiD-ICL: A Fusion-in-Decoder Approach for Efficient In-Context Learning" (ACL 2023)

gmed icon gmed

Source code for "Gradient Based Memory Editing for Task-Free Continual Learning", 4th Lifelong ML Workshop@ICML 2020

hgn icon hgn

Learning Contextualized Knowledge Structures for Commonsense Reasoning

hypter icon hypter

Zero-shot Learning by Generating Task-specific Adapters

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