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cs.CL2025
Surprisal reveals diversity gaps in image captioning and different scorers change the story
Nikolai Ilinykh, Simon Dobnik
We quantify linguistic diversity in image captioning with surprisal variance - the spread of token-level negative log-probabilities within a caption set. On the MSCOCO test set, we…
cs.CL2025
Coreference as an indicator of context scope in multimodal narrative
Nikolai Ilinykh, Shalom Lappin, Asad Sayeed +1
We demonstrate that large multimodal language models differ substantially from humans in the distribution of coreferential expressions in a visual storytelling task. We introduce a…