<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Linguistics | Language Technologies Lab</title><link>https://nlp.unibo.it/proposals/linguistics/</link><atom:link href="https://nlp.unibo.it/proposals/linguistics/index.xml" rel="self" type="application/rss+xml"/><description>Linguistics</description><generator>Hugo Blox Builder (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Tue, 13 Oct 2026 00:00:00 +0000</lastBuildDate><image><url>https://nlp.unibo.it/media/logo.svg</url><title>Linguistics</title><link>https://nlp.unibo.it/proposals/linguistics/</link></image><item><title>Cross-Cultural Idiom Understanding in Large Language Models</title><link>https://nlp.unibo.it/proposals/linguistics/idioms/</link><pubDate>Tue, 13 Oct 2026 00:00:00 +0000</pubDate><guid>https://nlp.unibo.it/proposals/linguistics/idioms/</guid><description>&lt;h2 id="context"&gt;Context&lt;/h2&gt;
&lt;p&gt;An idiom is an expression whose meaning does not follow from its words, such as &amp;ldquo;break a leg&amp;rdquo;.
Large language models (LLMs) are neural models trained on large text collections, and they often read idioms literally.&lt;/p&gt;
&lt;p&gt;Idioms also vary across cultures.
Some idioms are shared across languages, with the same image and meaning.
Others keep the meaning but change the image: the Italian &amp;ldquo;in bocca al lupo&amp;rdquo; and the English &amp;ldquo;break a leg&amp;rdquo; both wish good luck.
Others belong to one culture only.
Existing datasets, including SemEval shared tasks, already pair idioms with their meanings in many languages.&lt;/p&gt;
&lt;h2 id="objective"&gt;Objective&lt;/h2&gt;
&lt;p&gt;This proposal tests whether LLMs grasp shared, image-different, and culture-specific idioms, without new annotation.
The student builds the three groups from existing datasets and compares models across languages.&lt;/p&gt;
&lt;figure class="lt-viz lt-svg" style="--lt-svg-min: 640px"&gt;
&lt;svg viewBox="0 0 800 384" role="img" aria-labelledby="idiom-title" xmlns="http://www.w3.org/2000/svg"&gt;
&lt;defs&gt;&lt;marker id="idiom-arrow" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"&gt;&lt;path class="lt-s-head" d="M0 0 L10 5 L0 10 z"/&gt;&lt;/marker&gt;&lt;/defs&gt;
&lt;title id="idiom-title"&gt;Three groups of idioms. Shared: the Italian rompere il ghiaccio and the English break the ice use the same image and mean ease the first tension. Same meaning, new image: the Italian in bocca al lupo and the English break a leg both mean good luck. Culture-specific: the Italian fare la scarpetta, wipe the plate with bread, has no English idiom. An LLM is tested on whether it recovers the meaning in each group.&lt;/title&gt;
&lt;text class="lt-s-sub" x="25" y="22"&gt;SHARED&lt;/text&gt;
&lt;rect class="lt-s-tok" x="25" y="34" width="230" height="64" rx="10"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="140" y="60"&gt;rompere il ghiaccio&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="140" y="82"&gt;Italian, image: ice&lt;/text&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M140 102 V124"/&gt;
&lt;rect class="lt-s-box lt-s-sel" x="25" y="128" width="230" height="44" rx="22"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="140" y="155"&gt;ease the first tension&lt;/text&gt;
&lt;rect class="lt-s-tok" x="25" y="200" width="230" height="64" rx="10"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="140" y="226"&gt;break the ice&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="140" y="248"&gt;English, image: ice&lt;/text&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M140 196 V176"/&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M140 268 V306"/&gt;
&lt;text class="lt-s-sub" x="285" y="22"&gt;SAME MEANING, NEW IMAGE&lt;/text&gt;
&lt;rect class="lt-s-tok" x="285" y="34" width="230" height="64" rx="10"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="400" y="60"&gt;in bocca al lupo&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="400" y="82"&gt;Italian, image: wolf&lt;/text&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M400 102 V124"/&gt;
&lt;rect class="lt-s-box lt-s-sel" x="285" y="128" width="230" height="44" rx="22"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="400" y="155"&gt;good luck&lt;/text&gt;
&lt;rect class="lt-s-tok" x="285" y="200" width="230" height="64" rx="10"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="400" y="226"&gt;break a leg&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="400" y="248"&gt;English, image: leg&lt;/text&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M400 196 V176"/&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M400 268 V306"/&gt;
&lt;text class="lt-s-sub" x="545" y="22"&gt;CULTURE-SPECIFIC&lt;/text&gt;
&lt;rect class="lt-s-tok" x="545" y="34" width="230" height="64" rx="10"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="660" y="60"&gt;fare la scarpetta&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="660" y="82"&gt;Italian, image: little shoe&lt;/text&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M660 102 V124"/&gt;
&lt;rect class="lt-s-box lt-s-sel" x="545" y="128" width="230" height="44" rx="22"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="660" y="155"&gt;wipe the plate with bread&lt;/text&gt;
&lt;rect class="lt-s-off" x="545" y="200" width="230" height="64" rx="10"/&gt;
&lt;text class="lt-s-txt lt-s-small" x="660" y="226"&gt;no English idiom&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="660" y="248"&gt;English: a paraphrase only&lt;/text&gt;
&lt;path class="lt-s-arrow" marker-end="url(#idiom-arrow)" d="M660 268 V306"/&gt;
&lt;rect class="lt-s-box lt-s-pred" x="100" y="310" width="600" height="56" rx="12"/&gt;
&lt;text class="lt-s-txt lt-s-strong" x="400" y="334"&gt;LLM&lt;/text&gt;
&lt;text class="lt-s-txt lt-s-small" x="400" y="354"&gt;does it recover the meaning in each group, without new annotation?&lt;/text&gt;
&lt;/svg&gt;
&lt;figcaption&gt;The three groups of idioms this proposal compares, on examples chosen for illustration rather than taken from a dataset. In each group, an Italian idiom and its English counterpart point to one meaning, and the culture-specific idiom has no English counterpart.&lt;/figcaption&gt;
&lt;/figure&gt;</description></item></channel></rss>