conftrace_

model analysis

56 papers

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Co-occurring keywords

model interpretability (519) language model (4599) large language model (13587) representation learning (6206) neural network (6616) neural network interpretability (114) feature attribution (280) linguistic knowledge (77) pretrained language model (1030) attention mechanism (4001)

Papers

Local Interpretation of Transformer Based on Linear Decomposition ACL 2023
Emergent Modularity in Pre-trained Transformers ACL 2023
Inseq: An Interpretability Toolkit for Sequence Generation Models ACL 2023
Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors ACL 2023
Model Intrinsic Features of Fine-tuning based Text Summarization Models for Factual Consistency ACL 2023
Visually Grounded Continual Language Learning with Selective Specialization EMNLP 2023
GlobEnc: Quantifying Global Token Attribution by Incorporating the Whole Encoder Layer in Transformers NAACL 2022
Probing via Prompting NAACL 2022
Datamodels: Understanding Predictions with Data and Data with Predictions ICML 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
Analyzing Gender Translation Errors to Identify Information Flows between the Encoder and Decoder of a NMT System EMNLP 2022
On the Importance of Data Size in Probing Fine-tuned Models ACL 2022
i-Algebra: Towards Interactive Interpretability of Deep Neural Networks AAAI 2021
Controlled tasks for model analysis: Retrieving discrete information from sequences EMNLP 2021
SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization ACL 2021
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution ACL 2021
ZJUKLAB at SemEval-2021 Task 4: Negative Augmentation with Language Model for Reading Comprehension of Abstract Meaning SEMEVAL 2021
SummVis: Interactive Visual Analysis of Models, Data, and Evaluation for Text Summarization IJCNLP 2021
Does My Representation Capture X? Probe-Ably ACL 2021
Certifai: A Toolkit for Building Trust in AI Systems IJCAI 2020
What is Learned in Visually Grounded Neural Syntax Acquisition ACL 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