Decomposing Co-occurrence Matrices into Interpretable Components as Formal Concepts (2024.findings-acl)
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| Challenge: | Existing studies have shown that word vectors capture relational meanings, but the interpretability of their dimensions remains an open issue. |
| Approach: | They employ the mathematical methodology of Formal Concept Analysis to examine word embeddings using a count-based co-occurrence matrix. |
| Outcome: | The proposed model shows that the formal concepts identified align with interpretable categories, as shown in the category completion task. |
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Interpretable Text Embeddings and Text Similarity Explanation: A Survey (2025.emnlp-main)
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A Survey of Meaning Representations – From Theory to Practical Utility (2024.naacl-long)
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| Challenge: | Symbolic meaning representations of natural language text have been studied since at least the 1960s . with the availability of large annotated corpora, the field has recently seen several new developments . |
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RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations (2024.acl-long)
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Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 3 (Industry Papers) (N18-3)
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| Challenge: | NAACL 2018 Industry Track aims to provide a forum for researchers, engineers and application developers to share their experience in real-world language problems. |
| Approach: | NAACL 2018 Industry Track is the inaugural conference in the *ACL family of conferences . organizers wanted to provide a forum for researchers, engineers and application developers to share their experience . six of the papers were desk rejects due to non-conformance with submission requirements . |
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Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021 (2021.findings-acl)
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| Challenge: | . - (EN) |
| Approach: | . - (EN) |
| Outcome: | . - (EN) |
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 6: Tutorial Abstracts) (2023.acl-tutorials)
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| Challenge: | ACL 2023 tutorials are organized to give conference attendees a comprehensive introduction by expert researchers to some topics of importance drawn from our rapidly growing and changing research field. |
| Approach: | ACL 2023 tutorials session is organized to give conference attendees a comprehensive introduction by experts in the field. 42 tutorial submissions were received, of which 6 were selected for presentation at ACL. |
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Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 5: Tutorial Abstracts) (2024.acl-tutorials)
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| Challenge: | ACL tutorial session is a highlight of the conference . it aims to provide attendees with a thorough introduction to key topics in our fast-evolving research field . |
| Approach: | the ACL tutorial session is a highlight of the conference . it aims to provide attendees with a thorough introduction to key topics in the field . |
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Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Industry Papers) (N19-2)
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| Challenge: | NAACL-HLT 2018 introduced the industry track in 2018 . the track provides a forum for researchers, engineers and application developers to exchange ideas . |
| Approach: | NAACL-HLT 2018 introduced the industry track at the conference in new orleans . the track provides a forum for researchers, engineers and application developers to exchange ideas . |
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