Papers with Transformer LM
Language Detoxification with Attribute-Discriminative Latent Space (2023.acl-long)
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| Challenge: | Existing methods to detoxify toxic text require excessive memory, computations and time. |
| Approach: | They propose a method to generate toxic text using an attribute-discriminative latent space. |
| Outcome: | The proposed method outperforms baselines on detoxified language and dialogue generation tasks while being time- and memory-efficient. |
Targeted Syntactic Evaluation on the Chomsky Hierarchy (2024.lrec-main)
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| Challenge: | a novel evaluation paradigm for targeted syntactic evaluations is proposed . we create formal languages that abstract four syntaktic phenomena in natural languages . |
| Approach: | They propose a new evaluation paradigm for Targeted Syntactic Evaluations . they create formal languages that abstract syntactical phenomena in natural languages . |
| Outcome: | The proposed evaluation paradigm evaluates language models on language modeling tasks . it shows that they can capture the structural patterns of the (Adj)n NP type formal language . |