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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 ποΈ: 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)NExT
Source Code for paper "Learning from Explanations with Neural Execution Tree", ICLR 2020GMED
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 2019RobustLR
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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