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1
OpenFraming: open-sourced tool for computational framing analysis of multilingual data
Abstract: When journalists cover a news story, they can cover the story from multiple angles or perspectives. These perspectives are called “frames,” and usage of one frame or another may influence public perception and opinion of the issue at hand. We develop a web-based system for analyzing frames in multilingual text documents. We propose and guide users through a five-step end-to-end computational framing analysis framework grounded in media framing theory in communication research. Users can use the framework to analyze multilingual text data, starting from the exploration of frames in user’s corpora and through review of previous framing literature (step 1-3) to frame classification (step 4) and prediction (step 5). The framework combines unsupervised and supervised machine learning and leverages a state-of-the-art (SoTA) multilingual language model, which can significantly enhance frame prediction performance while requiring a considerably small sample of manual annotations. Through the interactive website, anyone can perform the proposed computational framing analysis, making advanced computational analysis available to researchers without a programming background and bridging the digital divide within the communication research discipline in particular and the academic community in general. The system is available online at http://www.openframing.org, via an API http://www.openframing.org:5000/docs/, or through our GitHub page https://github.com/vibss2397/openFraming. ; Published version
URL: https://hdl.handle.net/2144/44172
https://doi.org/10.18653/v1/2021.emnlp-demo.28
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2
"Wikily" Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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3
Majority Voting with Bidirectional Pre-translation For Bitext Retrieval ...
Jones, Alex; Wijaya, Derry Tanti. - : arXiv, 2021
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4
Wikily Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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5
Detecting Frames in News Headlines and Lead Images in U.S. Gun Violence Coverage ...
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6
OpenFraming: Open-sourced Tool for Computational Framing Analysis of Multilingual Data ...
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7
IndoCollex: A Testbed for Morphological Transformation of Indonesian Word Colloquialism ...
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8
LAL: linguistically aware learning for scene text recognition
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9
Resolving pronouns in Twitter streams: context can help!
Wijaya, Derry Tanti; Andy, Anietie; Callison-Burch, Chris. - : Association for Computational Linguistics, 2020
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10
Learning to scale multilingual representations for vision-language tasks
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11
Informativity in image captions vs. referring expressions
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12
Learning to scale multilingual representations for vision-language tasks
Burns, Andrea; Kim, Donghyun; Wijaya, Derry. - : Springer, 2020
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13
Learning to Scale Multilingual Representations for Vision-Language Tasks ...
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14
Resolving Pronouns in Twitter Streams: Context can Help! ...
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15
Winter is here: summarizing Twitter streams related to pre-scheduled events
Andy, Anietie; Wijaya, Derry Tanti; Callison-Burch, Chris. - : Association for Computational Linguistics, 2019
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16
Detecting frames in news headlines and its application to analyzing news framing trends surrounding U.S. gun violence
Liu, Siyi; Guo, Lei; Mays, Kate. - : Association for Computational Linguistics, 2019
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17
Learning translations via images with a massively multilingual image dataset
Callison-Burch, Chris; Wijaya, Derry; Kriz, Reno. - : Association for Computational Linguistics, 2018
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18
Learning Translations via Matrix Completion
In: Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-01838532 ; Conference on Empirical Methods in Natural Language Processing, Sep 2017, Copenhagen, Denmark (2017)
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