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RE-Net
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020)USC-DS-RelationExtraction
Distantly Supervised Relation ExtractionKagNet
Knowledge-Aware Graph Networks for Commonsense Reasoning (EMNLP-IJCNLP 19)MHGRN
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering (EMNLP 2020)TriggerNER
TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition (ACL 2020)CommonGen
A Constrained Text Generation Challenge Towards Generative Commonsense ReasoningAlpacaTag
AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging (ACL 2019 Demo)CrossFit
Code for paper "CrossFit 🏋️: A Few-shot Learning Challenge for Cross-task Generalization in NLP" (https://arxiv.org/abs/2104.08835)ClusType
Automatic Entity Recognition and Typing for Domain-Specific Corpora (KDD'15)temporal-gcn-lstm
Code for Characterizing and Forecasting User Engagement with In-App Action Graphs: A Case Study of SnapchatAFET
AFET: Automatic Fine-Grained Entity Typing (EMNLP'16)CPL
Collaborative Policy Learning for Open Knowledge Graph Reasoning (EMNLP 2019)PLE
Label Noise Reduction in Entity Typing (KDD'16)NERO
Source Code for paper "NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction", WWW 2020fewNER
Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER (ACL 2022)StructMineDataPipeline
Performs entity detection, distant supervision, candidate generation, and produces JSON files for typing systems (PLE, AFET, CoType)shifted-label-distribution
Source code for paper "Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction" (EMNLP 2019)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 SenseReQuest
Indirect Supervision for Relation Extraction Using Question-Answer Pairs (WSDM'18)DIG
Discretized Integrated Gradients for Explaining Language Models (EMNLP 2021)LEAN-LIFE
Label Efficient Learning From ExplanationsXCSR
Code Repo for the ACL21 paper "Common Sense Beyond English: Evaluating and Improving Multilingual LMs for Commonsense Reasoning"ReCross
ReCross: Unsupervised Cross-Task Generalization via Retrieval AugmentationVisCOLL
Code and data for the project "Visually grounded continual learning of compositional semantics"DArtNet
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure EvolutionNumerSense
The data and code for NumerSense (EMNLP2020)GMED
Source code for "Gradient Based Memory Editing for Task-Free Continual Learning", 4th Lifelong ML Workshop@ICML 2020HGN
Learning Contextualized Knowledge Structures for Commonsense ReasoningSalKG
This is the official PyTorch implementation of our NeurIPS 2021 paper: "SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning"FaiRR
FaiRR: Faithful and Robust Deductive Reasoning over Natural Language (ACL 2022)hypter
Zero-shot Learning by Generating Task-specific AdaptersFiD-ICL
"FiD-ICL: A Fusion-in-Decoder Approach for Efficient In-Context Learning" (ACL 2023)IsoBN
IsoBN: Fine-Tuning BERT with Isotropic Batch Normalizationsparse-distillation
Code for "Sparse Distillation: Speeding Up Text Classification by Using Bigger Student Models"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 KnowledgeConNet
entity-robustness
Code and data for paper "On the Robustness of Reading Comprehension Models to Entity Renaming" (NAACL'22)mrc-explanation
Source Code for "Teaching Machine Comprehension with Compositional Explanations" (Findings of EMNLP 2020)Reflect
Data and Code for Paper "Reflect Not Reflex: Inference-Based Common Ground Improves Dialogue Response Quality" (EMNLP 2022)rockner
BITE
Code and data for paper "BITE: Textual Backdoor Attacks with Iterative Trigger Injection"CLIF
Code for Findings at EMNLP 2021 paper: "Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning"G-PlanET
procedural-extraction
Code for paper Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis, in proceedings of ACL 2019XMD
XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP ModelsRobustLR
A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive ReasonersRationaleMultiRewardDistillation
Code and Dataset for preprint titled "Tailoring Self-Rationalizers with Multi-Reward Distillation"LINK
Code for paper "In Search of the Long-Tail: Systematic Generation of Long-Tail Knowledge via Logical Rule Guided Search"Upstream-Bias-Mitigation
Code and data for NAACL 2021 paper "On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning"RationaleHumanUtility
Codebase for Human Utility of FTRs at ACL 2023Lifelong-ICL
Code for paper "Stress-Testing Long-Context Language Models with Lifelong ICL and Task Haystack"PE2
Code for paper "Prompt Engineering a Prompt Engineer" (https://arxiv.org/abs/2311.05661)deceive-KG-models
An implementation of the experiments on KG robustnessER-Test
Code for ER-Test, accepted to the Findings of EMNLP 2022get-started-on-dl-experiments
ink-usc.github.io
INK Research Lab WebsiteCrossTaskMoE
Code for paper "Eliciting and Understanding Cross-task Skills with Task-level Mixture-of-Experts" (Findings of EMNLP 2022)predicting-big-bench
Code for paper "How Predictable Are Large Language Model Capabilities? A Case Study on BIG-bench"bias-mitigation-via-transfer-learning
Source code for Arxiv paper: Efficiently Mitigating Classification Bias via Transfer LearningControllable-AV-Explanations
lm-forgetting-prediction-code
MACROSCORE
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