Datasets:

abolhasani
/

PSR_ACL

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.

Link to paper: https://aclanthology.org/2026.acl-short.51/

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.

Link to codes and remaining data in github: https://github.com/abolhasani/ACL_PSR_CUE/tree/main/Codes

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”; “you need to see this”
Attachment	Attachment / affection	Message expresses warmth, care, longing, loyalty, pride, or relational closeness toward the streamer.	“love u”; “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”; “I’m also a grad student”
ReplySeeking	Reply seeking	Message seeks acknowledgment, recognition, or a direct response from the streamer.	“notice me”; “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”; “only real ones remember”
Monetary	Monetary support	Message signals subscription, donation, gifted support, renewal, streaks, or similar financial contribution.	“gifted 5 subs”; “resubscribed for 24 months”
Backseat	Backseat guidance	Message renders advice, direction, coaching, or suggestions about gameplay or content.	“go left”; “use ult now”
Emotes	Emote / emoji usage	Message contains Twitch-style emotes, emoji, or affective symbolic tokens.	“KEKW”; “<3”
Dimension	Valence / stance	Overall stance expressed toward the streamer or community, coded as positive (P) or negative (N).	P: “love this stream”; N: “you’re an idiot”