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On the Influence of Discourse Connectives on the Predictions of Humans and Language Models: The Role of Event Knowledge

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LMs-discourse-connectives-Surprisals

Title: On the Influence of Discourse Connectives on the Predictions of Humans and Language Models: The Role of Event Knowledge

Auhtors: James Richard Britton, Yan Cong, Emmanuele Chersoni (Corresponding author: [email protected]), Yu-Yin Hsu and Philippe Blache

DATASETS FOLDER:

Italian and Chinese datasets used in Human and Machine behavioral analyses, with labels unified across files:

  • Items.xlsx: Stimuli items, with regions and target words.
  • _allReg_data.xlsx: RTs, conditions, and frequencies information.
  • _LM_data.csv: Language models computed surprisal scoress.

SCRIPTS FOLDER

Python scripts

  • For computing surprisals with a range of Language Models.
  • Language Models are pre-trained in Italian or Chinese.

R scripts

  • For constructing Linear Mixed Effects Models.
  • For visualizing the pairwise comparison.

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On the Influence of Discourse Connectives on the Predictions of Humans and Language Models: The Role of Event Knowledge

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