model analysis

Model Intrinsic Features of Fine-tuning based Text Summarization Models for Factual Consistency ACL 2023 Pythia: A Suite for Analyzing Large Language Models Across Training and Scaling ICML 2023 Rigorously Assessing Natural Language Explanations of Neurons EMNLP 2023 Towards Extracting and Understanding the Implicit Rubrics of Transformer Based Automatic Essay Scoring Models ACL 2023 Tracr: Compiled Transformers as a Laboratory for Interpretability NeurIPS 2023 Transformers are uninterpretable with myopic methods: a case study with bounded Dyck grammars NeurIPS 2023 Visually Grounded Continual Language Learning with Selective Specialization EMNLP 2023 Analyzing Gender Translation Errors to Identify Information Flows between the Encoder and Decoder of a NMT System EMNLP 2022 Datamodels: Understanding Predictions with Data and Data with Predictions ICML 2022 GlobEnc: Quantifying Global Token Attribution by Incorporating the Whole Encoder Layer in Transformers NAACL 2022 Language Model Decomposition: Quantifying the Dependency and Correlation of Language Models EMNLP 2022 Life after BERT: What do Other Muppets Understand about Language? ACL 2022 On the Importance of Data Size in Probing Fine-tuned Models ACL 2022 Probing via Prompting NAACL 2022 Controlled tasks for model analysis: Retrieving discrete information from sequences EMNLP 2021 Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution ACL 2021 Does My Representation Capture X? Probe-Ably ACL 2021 i-Algebra: Towards Interactive Interpretability of Deep Neural Networks AAAI 2021 SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization ACL 2021 ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning SemEval 2021 Certifai: A Toolkit for Building Trust in AI Systems IJCAI 2020 Inserting Information Bottlenecks for Attribution in Transformers EMNLP 2020 Pretrained Language Model Embryology: The Birth of ALBERT EMNLP 2020 Similarity Analysis of Contextual Word Representation Models ACL 2020 What is Learned in Visually Grounded Neural Syntax Acquisition ACL 2020