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README.md
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Dataset Repository:
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https://
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---
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---
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# Example Usage
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```python
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import pandas as pd
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citation_events = pd.read_parquet("citation_events_normalized.parquet")
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seed_papers = pd.read_parquet("seed_cited_papers_normalized.parquet")
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kg_edges = pd.read_parquet("kg_edges.parquet")
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kg_nodes = pd.read_parquet("kg_nodes.parquet")
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print(citation_events.shape)
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print(seed_papers.shape)
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print(kg_edges.shape)
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print(kg_nodes.shape)
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```
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---
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# Example Task: Future Citation Prediction
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```python
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citation_events = pd.read_parquet("citation_events_normalized.parquet")
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train = citation_events[citation_events["citing_year"] <= 2018]
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test = citation_events[citation_events["citing_year"] > 2018]
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print("Train:", train.shape)
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print("Test:", test.shape)
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```
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This task can be used as a proxy for scientific opportunity discovery: if a model can predict future citation links from past citation behavior, citation intents, and graph structure, the predicted links may indicate latent research opportunities.
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---
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# Dataset Construction
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Dataset Repository:
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https://zenodo.org/records/18536895
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# Dataset Construction
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