Papers with lexical relation classification
No clues good clues: out of context Lexical Relation Classification (2023.acl-long)
Copied to clipboard
| Challenge: | Pre-trained language models (PTLMs) are used to predict lexical relations between words. |
| Approach: | They propose to use pre-trained language models to fine-tune and exploit verbalized text for linguistically motivated tasks. |
| Outcome: | The proposed model outperforms graded Lexical Entailment and lexical relation classification with very simple prompts. |
Introducing Graph Context into Language Models through Parameter-Efficient Fine-Tuning for Lexical Relation Mining (2025.acl-long)
Copied to clipboard
| Challenge: | Pre-trained language models can effectively mine lexical relations between word pairs . however, graph features and semantic knowledge of pre-tried models are lacking in the task. |
| Approach: | They propose a parameter-efficient fine-tuning method which integrates graph features and semantic representations for lexical relation classification and lexic entailment tasks. |
| Outcome: | The proposed method integrates graph features and semantic representations for lexical relation mining tasks. |