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Open Access

The Nature of NLP: Analyzing Contributions in NLP Papers

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nlpcontributions.zip (2.85 MB)

Date

2025-07-17

Type

Dataset
Text

Authors

Pramanick, Aniket
Hou, Yufang
Mohammad, Saif M.
Gurevych, Iryna

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Abstract

Description

NLPContributions is a manually curated corpus of 2,888 peer-reviewed papers from the ACL Anthology (1974 – Feb 2024) in which every abstract sentence is annotated with up to eight fine-grained contribution types clustered into Knowledge (e.g., k-dataset, k-method) and Artifact (e.g., a-dataset, a-task) categories. The dataset is released in JSON and is intended for tasks such as contribution-sentence detection, multi-label classification, and longitudinal scientometric analyses.

Keywords

NLPContributions, NLP Scientometrics, AI4Science, dataset, NLP

Citation

Identifier

https://tudatalib.ulb.tu-darmstadt.de/handle/tudatalib/4678

Endorsement

Related Resources

Is Part Of
https://arxiv.org/pdf/2409.19505

DFG Classification

4.43-04 Künstliche Intelligenz und Maschinelle Lernverfahren
4.43-05 Bild- und Sprachverarbeitung, Computergraphik und Visualisierung, Human Computer Interaction, Ubiquitous und Wearable Computing

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License

CC BY 4.0 - Attribution 4.0 International
Except where otherwise noted, this license is described as CC BY 4.0 - Attribution 4.0 International