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🌐 advcl: adverbial clause modifier

Universal Dependencies · 6 key papers · all concepts

Part of: 🗨️ Natural language processing · 🌐 Universal Dependencies

advcl (adverbial clause modifier) is the Universal Dependencies relation that attaches a subordinate clause to a predicate it modifies. The clause works like an adverbial and expresses circumstances such as time, cause, condition, purpose, concession or manner.

Also: adverbial clause modifier, advcl:relcl, advcl:cmp

What it is

In Universal Dependencies (UD), a sentence is a tree of typed relations between words. Content words act as heads, and function words such as auxiliaries and prepositions depend on them (Marneffe et al. 2021).

The label advcl links two predicates:

A copula never serves as head, because the predicate word heads its clause. That is why pairs like VERB → ADJ also occur.

The relation descends from the Universal Stanford Dependencies, which UD adopted as its starting typology (Marneffe et al. 2014). In UD the label tells you what kind of dependent is attached. Clauses denote events and modifiers specify them, so advcl says "a clause in a modifying role" (Marneffe et al. 2021).

Two design axes separate advcl from its neighbours (Nivre et al. 2016):

RelationDependentAttaches to
advclclause, modifierpredicate
advmod / obladverb / nominalpredicate
ccomp / xcompclause, core complementpredicate
acl, acl:relclclausenominal

Languages may add subtypes but not new basic categories (Nivre et al. 2020). Some treebanks use advcl:relcl for relative clauses that modify a whole clause, and advcl:cmp for comparative clauses.

The enhanced representation for English adds the marker to the relation label (nmod:after is one example), and the same mechanism extends to clausal modifiers (Schuster & Manning 2016).

Examples

In the sentences below, the dependent is in brackets and the arrow runs from head to dependent.

  1. She left early [because she was tired]. advcl(left → tired). The word tired heads its clause because the copula was depends on it. because is mark(tired).
  2. [If it rains], we will stay home. advcl(stay → rains), with mark(rains → If).
  3. He read the letter, [smiling]. advcl(read → smiling). This is a non-finite clause with no marker.

Compare "the letter [that he read]", which is acl:relcl on letter. Compare also "I know [that he left]", which is ccomp on know.

Across languages

UD aims for parallel annotation across typologically very different languages (Marneffe et al. 2021). Languages differ mainly in how they mark the adverbial clause:

In the current English and French treebanks, advcl covers a little over one percent of tokens. Verb-to-verb links dominate in both languages, and adjective-headed links come second. French also shows a noticeable share of nouns heading adverbial clauses, typically nominal predicates in copular sentences.

In treebanks and research

UD grew from a few treebanks into a collection covering more than a hundred languages (Marneffe et al. 2021). It supplied the data for the CoNLL 2017 and 2018 shared tasks on parsing raw text (Nivre et al. 2020).

advcl is a known source of difficulty in dependency parsing, for three reasons:

For downstream tasks such as semantic role labeling and relation extraction, the enhanced graphs are especially useful. Marker-specific labels and propagated subjects make the link between a subordinate verb and its arguments explicit (Schuster & Manning 2016). Practical introductions to the guidelines and tools cover these conventions for newcomers (Zeman 2021).

See also treebanks, syntax, English and French.

How often the relation advcl 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 relation advcl occurs: its share of all tokensEnglish treebanks: 1.34% of tokens (15,149 tokens)English treebanks1.34% of tokens (15,149 tokens)French treebanks: 1.41% of tokens (15,383 tokens)French treebanks1.41% of tokens (15,383 tokens)
The numbers
TreebanksShare
English treebanks1.34% of tokens (15,149 tokens)
French treebanks1.41% of tokens (15,383 tokens)

What advcl joins: the most frequent head tag → dependent tag

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

What advcl joins: the most frequent head tag → dependent tagEnglish: VERB → VERB: 10,121English: VERB → VERB10,121English: ADJ → VERB: 1,299English: ADJ → VERB1,299English: VERB → ADJ: 685English: VERB → ADJ685English: VERB → NOUN: 567English: VERB → NOUN567English: ADV → VERB: 539English: ADV → VERB539French: VERB → VERB: 11,638French: VERB → VERB11,638French: ADJ → VERB: 1,061French: ADJ → VERB1,061French: VERB → ADJ: 587French: VERB → ADJ587French: NOUN → VERB: 530French: NOUN → VERB530French: VERB → NOUN: 450French: VERB → NOUN450
The numbers
PairTokens
English: VERB → VERB10,121
English: ADJ → VERB1,299
English: VERB → ADJ685
English: VERB → NOUN567
English: ADV → VERB539
French: VERB → VERB11,638
French: ADJ → VERB1,061
French: VERB → ADJ587
French: NOUN → VERB530
French: VERB → NOUN450

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: 🌐 Universal Dependencies · 🌳 Dependency parsing

Shelves: 🗣️ Language and Linguistics

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