Papers with LLM layers
Probing LLMs for Joint Encoding of Linguistic Categories (2023.findings-emnlp)
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Giulio Starace, Konstantinos Papakostas, Rochelle Choenni, Apostolos Panagiotopoulos, Matteo Rosati, Alina Leidinger, Ekaterina Shutova
| Challenge: | Existing research suggests that a linguistic hierarchy emerges in large language models . little is known about how encodings of different linguistic phenomena interact within the models - and to what extent processing of linguistically-related categories relies on the same, shared model representations. |
| Approach: | They propose a framework for testing the joint encoding of linguistic categories in large language models. |
| Outcome: | The proposed framework shows that the same patterns hold across languages in multilingual LLMs. |
MAKI: Multi-layer Aligned Knowledge Injection for Structure-aware Knowledge Graph Completion with Large Language Models (2026.findings-acl)
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| Challenge: | Existing knowledge graph completion methods struggle to capture structural information in knowledge graphs (KGs) Existing approaches for KGC focus on learning representations of entities and relations through observed structural patterns. |
| Approach: | They propose a multi-layer Aligned Knowledge Injection model that tightly integrates structured KG information into LLMs through multi-layered alignment. |
| Outcome: | The proposed method outperforms state-of-the-art methods on benchmark datasets. |