Papers with ECL
In-context Continual Learning Assisted by an External Continual Learner (2025.coling-main)
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| Challenge: | Existing continual learning methods suffer from catastrophic forgetting (CF) . Existing methods rely on fine-tuning or adapting large language models (LLMs) |
| Approach: | They propose an approach that integrates an external continual learner (ECL) with ICL to enable scalable CL without catastrophic forgetting (CF). |
| Outcome: | The proposed approach outperforms existing baselines while maintaining high performance. |
Language (Re)modelling: Towards Embodied Language Understanding (2020.acl-main)
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| Challenge: | Despite the rapid progress in NLU, current systems lack the rich mental representations that people use for language understanding. |
| Approach: | They propose an approach to representation and learning based on the tenets of embodied cognitive linguistics (ECL) they propose a system architecture along with a roadmap towards realizing this vision. |
| Outcome: | The proposed approach will improve the performance of existing systems and provide a roadmap towards realizing this vision. |