Papers with keyword generation
OKG: On-the-Fly Keyword Generation in Sponsored Search Advertising (2025.coling-industry)
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| Challenge: | Conventionally, keyword decision-making in sponsored search advertising relies on deep generation-based methods. |
| Approach: | They propose an LLM agent-based method that dynamically monitors KPI changes and adapts keyword generation in real-time. |
| Outcome: | The proposed method shows significant improvements across various metrics and emphasizes the importance of each component. |
CSL: A Large-scale Chinese Scientific Literature Dataset (2022.coling-1)
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| Challenge: | Existing datasets centered around the English language restrict development of Chinese scientific NLP. |
| Approach: | They present a large-scale Chinese scientific literature dataset based on Chinese papers . they use semi-structured data as a natural annotation for many supervised NLP tasks . |
| Outcome: | The proposed dataset can serve as a Chinese corpus and perform many supervised tasks. |
Two Huge Title and Keyword Generation Corpora of Research Articles (2020.lrec-1)
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| Challenge: | Recent advances in sequence-to-sequence learning with neural networks have improved the quality of automatically generated text summaries and document keywords. |
| Approach: | They propose to use OAGSX and OAGKX datasets to analyze text summaries and document keywords. |
| Outcome: | The proposed models perform better than previous models on two large datasets . the authors hope to use the results to derive subsets of research articles from more disciplines . |