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🏷️ AUX: auxiliary

Universal Dependencies · 7 key papers · all concepts

Part of: 🗨️ Natural language processing · 🌐 Universal Dependencies

AUX (auxiliary) is the Universal Dependencies part-of-speech tag for function words that accompany a predicate and express grammatical categories such as tense, mood, aspect, voice or evidentiality, rather than lexical meaning. Copulas are included as well.

Also: auxiliary verb, helping verb

What it is

In Universal Dependencies (UD), every word receives one tag from a closed list of 17 universal part-of-speech (UPOS) tags (Nivre et al. 2020). AUX marks the "helping" words of a clause. These words carry grammatical information about the event (when it happens, how certain it is, whether it is active or passive). The event itself is left to a content word.

The UD guidelines define an auxiliary as a function word, usually verbal in origin, that attaches to a predicate. Several groups fall under the tag:

In some languages, uninflected particles that mark verbal categories are also tagged AUX.

This follows from UD's design. Content words are the heads of dependency relations. Function words such as auxiliaries, copulas and adpositions attach to them as dependents (Marneffe et al. 2021).

The universal tagset of Slav Petrov, Dipanjan Das and Ryan McDonald had only twelve categories and no separate auxiliary class, so auxiliaries fell under VERB (Petrov et al. 2012). UD v1 extended this twelve-tag set to 17 tags, and two of the additions were AUX and PROPN (Nivre et al. 2016).

Borderline cases

The tag sits between several neighbouring categories:

Features and relations

Auxiliaries often carry most of a clause's inflection. Typical morphological features, stored in the FEATS column of CoNLL-U files, are:

The feature inventory goes back to Interset, a universal set of morphosyntactic features (Zeman 2008; Nivre et al. 2016).

An AUX word normally attaches to its predicate through one of three relations:

Examples

LanguageSentenceAUX wordRelation
EnglishShe will leave.willaux
EnglishIt was stolen.wasaux:pass
EnglishHe is happy.iscop
FrenchIl a mangé.aaux
FrenchElle est partie.estaux
FrenchElle est malade.estcop
CzechUdělal bych to.bychaux

In the English copular sentence, the adjective happy heads the clause and is depends on it. The same holds in French Elle est malade. French être therefore takes both relations: aux in compound tenses such as Elle est partie, and cop with a non-verbal predicate. In elliptical answers such as Yes, I do, no content word is left, so the auxiliary itself can become the root.

Across languages

Languages differ in how large and how verbal their AUX class is:

A frequent point of disagreement concerns modal verbs. Some treebanks tag modals as AUX, while others keep them as VERB with a full clausal complement. Such cross-language choices are recorded in each language's documentation, as the framework permits (Nivre et al. 2020).

In treebanks and research

Besides the regular aux, aux:pass and cop attachments, AUX words occasionally take other relations:

Because the AUX/VERB and AUX/PART boundaries depend on conventions, auxiliaries can be a source of inconsistency within a language. General methods for checking part-of-speech consistency apply here. One such method compares UPOS trigram distributions between treebanks of the same language using a symmetric divergence score. It covers all tags together rather than singling out AUX (Aggarwal & Zeman 2020). Annotation consistency across UD corpora has also been assessed more broadly (Marneffe et al. 2017).

For part-of-speech tagging and dependency parsing, the AUX tag works together with UD's content-word-as-head convention. The lexical predicate heads the clause, and the auxiliary depends on it. A central aim of the scheme was to make clauses with and without auxiliaries look alike, both within a single language and across languages (Marneffe et al. 2021).

How often the tag AUX occurs: its share of all tokens

Counted by code over the Universal Dependencies 2.18 treebanks of English and French (every token once, subtypes with their base relation).

How often the tag AUX occurs: its share of all tokensEnglish treebanks: 6.45% of tokens (72,609 tokens)English treebanks6.45% of tokens (72,609 tokens)French treebanks: 3.54% of tokens (38,625 tokens)French treebanks3.54% of tokens (38,625 tokens)
The numbers
TreebanksShare
English treebanks6.45% of tokens (72,609 tokens)
French treebanks3.54% of tokens (38,625 tokens)

The relations AUX words take most often

The five most frequent in each language's treebanks, by tokens.

The relations AUX words take most oftenEnglish: aux: 42,565English: aux42,565English: cop: 26,649English: cop26,649English: root: 1,611English: root1,611English: parataxis: 501English: parataxis501English: reparandum: 345English: reparandum345French: aux: 24,682French: aux24,682French: cop: 13,413French: cop13,413French: reparandum: 181French: reparandum181French: root: 170French: root170French: advcl: 52French: advcl52
The numbers
PairTokens
English: aux42,565
English: cop26,649
English: root1,611
English: parataxis501
English: reparandum345
French: aux24,682
French: cop13,413
French: reparandum181
French: root170
French: advcl52

Key papers

The works this page cites, the most cited first; citations as counted by OpenAlex plus the papers of this library that cite the work, read 2026-10-24.

More papers

Topics: 🔤 Part-of-speech tagging · 🌐 Universal Dependencies

Shelves: 🗣️ Language and Linguistics

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