INK Lab @ USC

RE-Net

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

TriggerNER

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

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)

fewNER

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

DIG

Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)

ReCross

ReCross: Unsupervised Cross-Task Generalization via Retrieval Augmentation

VisCOLL

Code and data for the project "Visually grounded continual learning of compositional semantics"

NumerSense

The data and code for NumerSense (EMNLP2020)

HGN

Learning Contextualized Knowledge Structures for Commonsense Reasoning

GMED

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

FaiRR

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

SalKG

This is the official PyTorch implementation of our NeurIPS 2021 paper: "SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning"

FiD-ICL

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

sparse-distillation

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

entity-robustness

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

Reflect

Data and Code for Paper "Reflect Not Reflex: Inference-Based Common Ground Improves Dialogue Response Quality" (EMNLP 2022)

BITE

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

XMD

XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models

G-PlanET

RobustLR

A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners

LINK

Code for paper "In Search of the Long-Tail: Systematic Generation of Long-Tail Knowledge via Logical Rule Guided Search"

RationaleHumanUtility

Codebase for Human Utility of FTRs at ACL 2023

RationaleMultiRewardDistillation

Code and Dataset for preprint titled "Tailoring Self-Rationalizers with Multi-Reward Distillation"

ER-Test

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

CrossTaskMoE

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

ink-usc.github.io

INK Research Lab Website

predicting-big-bench

Code for paper "How Predictable Are Large Language Model Capabilities? A Case Study on BIG-bench"

RICA