| --- |
| license: cc |
| task_categories: |
| - text-classification |
| language: |
| - en |
| tags: |
| - parasocial |
| - live-streaming |
| pretty_name: Parasocial |
| size_categories: |
| - 1K<n<10K |
| --- |
| |
| 2520 Messages picked from twitch, 7 streamers total. |
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| Link to paper: https://aclanthology.org/2026.acl-short.51/ |
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| Cite (ACL): Mohammadsadegh Abolhasani, Reza Mousavi, and Paul Jen-Hwa Hu. 2026. CaBSALLM: Efficient Context-Aware Batch Annotation of Conversational Streams with Large Language Models. In Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 615–636, San Diego, California, United States. Association for Computational Linguistics. |
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| Link to codes and remaining data in github: https://github.com/abolhasani/ACL_PSR_CUE/tree/main/Codes |
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| ## Annotation Schema |
|
|
| | Aspect | Cue | Definition | Example | |
| |---|---|---|---| |
| | DirectAddress | Direct address | Message explicitly targets the streamer as the addressee through name, @mention, or clear second-person reference. | “Emiru, you are late today”;<br>“you need to see this” | |
| | Attachment | Attachment / affection | Message expresses warmth, care, longing, loyalty, pride, or relational closeness toward the streamer. | “love u”;<br>“you look gorgeous today” | |
| | SelfDisclose | Self-disclosure / identification | Viewer shares personal information, experience, or similarity in a way that invites relational connection. | “I had a rough day, thanks for being here”;<br>“I’m also a grad student” | |
| | ReplySeeking | Reply seeking | Message seeks acknowledgment, recognition, or a direct response from the streamer. | “notice me”;<br>“did you see my message?” | |
| | CommRitual | Community ritual | Message invokes shared rituals, inside jokes, coordinated norms, or co-created chat practices. | “chat do the thing”;<br>“only real ones remember” | |
| | Monetary | Monetary support | Message signals subscription, donation, gifted support, renewal, streaks, or similar financial contribution. | “gifted 5 subs”;<br>“resubscribed for 24 months” | |
| | Backseat | Backseat guidance | Message renders advice, direction, coaching, or suggestions about gameplay or content. | “go left”;<br>“use ult now” | |
| | Emotes | Emote / emoji usage | Message contains Twitch-style emotes, emoji, or affective symbolic tokens. | “KEKW”;<br>“<3” | |
| | Dimension | Valence / stance | Overall stance expressed toward the streamer or community, coded as positive (P) or negative (N). | P: “love this stream”;<br>N: “you’re an idiot” | |
