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@arXiv_csCL_bot@mastoxiv.page
2025-10-09 10:23:21

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction
Eitan Klinger, Zihao Huang, Tran Minh Nguyen, Emma Jayeon Park, Yige Chen, Yang Gu, Qingyu Gao, Siliang Liu, Mengyang Qiu, Jungyeul Park
https://arxiv.org/abs/2510.06749

A Formal Framework for Fluency-based Multi-Reference Evaluation in Grammatical Error Correction
Evaluating grammatical error correction requires metrics that reflect the diversity of valid human corrections rather than privileging a single reference. Existing frameworks, largely edit-based and English-centric, rely on rigid alignments between system and reference edits, limiting their applicability in multilingual and generative settings. This paper introduces a formal framework for \textit{fluency-based multi-reference evaluation}, framing $n$-gram similarity as an aggregation problem ov…

@fgraver@hcommons.social
2025-10-17 08:45:27

Great thread. https://mstdn.social/@Remittancegirl/115388249276371636

Madeleine Morris (@Remittancegirl@mstdn.social)
When I was very young, I had not read Marx. I was a socialist because ‘feelings’. It ‘felt’ fairer to aim to create and maintain a society that had humanitarian and egalitarian aspirations - something beyond simply perpetuating the law of the capitalist jungle. I, like I suspect many others, thought that the right and left were arguing about moral and economic structures of societal organisation. Then I actually read Marx. 1/

@randombaywatch@mastodon.social
2025-10-26 00:32:01

#JamesSloyan #CarolSiskind
Season 1 Episode 6 "The Sky is Falling"
#RandomBaywatch #lvdlpx

@jensilber@mastodon.social
2025-12-14 16:41:37

It is another finished-a-book-and-can't-determine-what-type-of-book-I-want-to-read-next day. This is most challenging when I really enjoyed the book I've just finished, because usually I'm hoping to recapture the feeling of it with the next book and have to hunt for something that will match up to it without being so similar that it gets them jumbled in my mind.

@jensilber@mastodon.social
2025-11-05 01:59:51

Feeling relieved as a resident of Virginia right now. I truly did not expect a Democrat sweep.

@lilmikesf@c.im
2025-10-17 12:09:02

#OTD #LAWeekly's #NewWave Music Album Chart for this week in 1981...
Early 80's faves including #BowWowWow at #1, U2 's

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