Papers with diagnostic classification
Does My Representation Capture X? Probe-Ably (2021.acl-demo)
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| Challenge: | Probing (or diagnostic classification) has become a popular strategy for investigating whether a given set of intermediate features is present in the representations of neural models. |
| Approach: | They propose to use an extendable probing framework to automate the application of probing methods to the user’s inputs. |
| Outcome: | The proposed framework automates the application of probing methods to the user’s inputs. |
An information theoretic view on selecting linguistic probes (2020.emnlp-main)
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| Challenge: | Recent advances in NLP tasks require a question of how much linguistic knowledge is encoded in neural networks. |
| Approach: | They propose to use diagnostic classifiers to perform supervised classification from internal representations. |
| Outcome: | Empirically, the two proposed criteria lead to results that agree with each other. |