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license: cc-by-nc-sa-4.0
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---
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---
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license: cc-by-nc-sa-4.0
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language:
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- en
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size_categories:
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- 10K<n<100K
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---
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# Dataset Description
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CLAUSE-ATLAS is a corpus that contains six books annotated with narrative categories at the level of clauses.
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The books (i.e., Alice's Adventures in Wonderland, The Adventures of Pinocchio, Peter Pan, Pride and Prejudice, Frankenstein, and The Great Gatsby) were extracted from [Project Gutenberg](https://www.gutenberg.org).
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Clauses were obtained by chunking the books with ChatGPT (gpt-3.5-turbo, 16k tokens context), called via the official [OpenAI](https://openai.com)’s API and istructed with the prompt reported in `./clauseatlas_notebook.ipynb`.
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# Clause Annotation
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The clauses in CLAUSE-ATLAS are annotated as expressing one of three types of information:
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* __a subjective experience__, internal to the character in the novel (e.g., thoughts, memories, perceptions),
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* __an objective event__ that happens in the external narrative world;
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* __additional information__ about the characters or the narrative world.
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Clauses marked as subjective experiences were further associated to the corresponding characters.
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## Annotation Setup
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Clauses were annotated in two setups: with the help of humans, and with the use of different instructions to prompt ChatGPT (gpt-3.5-turbo, 16k tokens context).
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|*Setup*|*Annotators*|*Data*|*Instructions*|
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|---|---|---|---|
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|Human Annotation|3 people|First chapter of Alice's Adventures in Wonderland,<br>The Adventures of Pinocchio, and The Great Gatsby|Prompts and function calling as in `./clauseatlas_notebook.ipynb`|
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|ChatGPT Annotation|3 prompts|Whole corpus|Stored in `./Human_Guidelines.pdf`|
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NOTE: The task of identifying the characters of subjective experiences was performed by all humans. In the automatic setup, this layer of annotation was obtained (instructions as in `./clauseatlas_notebook.ipynb`) on the clauses labeled with one prompt only.
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# Data Fields
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|*Field*|*Type*|*Description*|
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|---|---|---|
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|book|str|Title of the book containing a given clause|
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|chapter_id|i64|Number of the book chapter containing the clause.|
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|paragraph_id|i64|Number of the paragraph containing the clause.|
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|clause_number|i64|ID of the clause in the corpus.|
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|text|str|Clause text.|
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|prompt_one<br>prompt_two<br>prompt_three|str|Annotations obtained with the three prompts. S: subjective experience. E: external events. C: contextual information.|
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|human_one<br>human_two<br>human_three|str|Annotations produced by the three humans.|
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|experiencer_prompt_one|str|Characters involved in the subjective experiences identified by prompt_one.|
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|experiencer_human_one<br>experiencer_human_two<br>experiencer_human_three|str|Characters involved in the subjective experiences identified by the three annotators.|
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# Copyright and License
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The books in CLAUSE-ATLAS are copyright-free. The corpus is licensed under the non-commercial [CC 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en) license. If you use this corpus,
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please cite us as follows:
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<pre><p>@inproceedings{TroianoVossen2024,
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author = {Enrica Troiano and Piek Vossen},
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title = {CLAUSE-ATLAS: A Corpus of Narrative Information
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to Scale Up Computational Literary Analysis},
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booktitle = {Proceedings of the the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING)},
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year = {2024},
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address = {Turin, Italy}
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}</p></pre>
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