Difference between revisions of "Apertium-recursive/Formalism"
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This macro is essentially an alias of <code>vblex</code>. |
This macro is essentially an alias of <code>vblex</code>. |
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=== Interpolation (not yet implemented) === |
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Parsing clitics, such as [[User_talk:Popcorndude/Recursive_Transfer#Serbo-Croatian_clitics]] can be done using multiple output units |
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vbser n -> @n @vbser {2} {1} ; |
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NP -> @n @det {2 _1 1} ; |
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! should be able to handle "noun clitic determiner" |
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Outputting them, however, is more difficult. My current idea is to do something like this: |
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NP -> @det @n {2 _1 1}; |
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VP -> NP @vbser {(_1 2)>1}; |
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Where <code>(_1 2)>1</code> means "put the space between the elements and element 2 after the first word of element 1". The corresponding syntax for a right-aligned clitic would be <code>1<(2 _1)</code>. New lexical units could also be put in the parentheses (even if there's only one thing being inserted, the parentheses should, I think, be mandatory for clarity). |
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I'm not sure whether this will cover all cases, but it should at least cover a lot of them. |
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== Correspondence with t*x == |
== Correspondence with t*x == |
Revision as of 18:38, 24 July 2019
A proposal for a recursive transfer rule formalism.
Contents
Basic Rule Syntax
Rules consist of a node type, an optional weight, a pattern, an optional condition, an optional variable setting, and an output, in that order.
NP -> det n {2 _1 1};
This matches a determiner followed by a noun, combines them into an NP chunk, and at output time produces "noun determiner".
NP -> 1: n {1} | 2: n.*.def {the@det.def.sg _ 1};
Here the first rule will match any noun, while the second will match a noun with a <def>
tag. Since the second rule has a higher weight, the first rule will not be applied if they both match.
NP -> NP and@cnjcoo NP [$number=pl] {1 _1 2 _2 3};
Here the rule specifies that the resulting chunk will be marked with a <pl>
tag.
AP -> adj and@cnjcoo adj ?(1.gender/sl = 3.gender/sl) {1 _1 2 _2 3};
This rule will not apply if the two adjectives have different genders.
The arrow can be written as either ->
or →
.
The process by which rules are selected is described here.
Attribute Lists
A list of attributes can be defined like this:
gender = m f GD ; number = sg pl ND ;
An attribute list can also specify undefined and default values:
gender = (GD m) m f GD;
This defines the gender
category as before, but with the addition that if any rule tries to read the gender of a node that doesn't have a gender tag, the result will be <GD>
rather than the empty string. It also states that any remaining <GD>
tags will be replaced with <m>
tags in the output step.
An attribute category can include another:
definite = def ind; ! The following are equivalent: det_type = dem [definite] pos; det_type = dem def ind pos;
Tag Order
The order of tags for each type of node must be defined like this:
n: _.gender.number; adj: _.gender; NP: _.number;
Where _
represents the lemma and the part of speech tag. Note that it is currently only possible to specify single tags as patterns. However, it is possible to specify that a different pattern should be used (see the output section below). Note also that the lemma queue is automatically appended to the pattern.
To specify a literal tag in a pattern, put it in angle brackets:
det: _.<def>.number;
Patterns
An element of a pattern must match a single, literal part of speech tag. In order to match multiple part of speech tags, create a separate rule which matches each of them:
NOM -> n {1} | np {1};
To match a lemma or pseudolemma, place it before the part of speech tag, separated by @
:
NP -> the@det n {2 _1 1};
It is also possible to match a category of lemmas:
days = sunday monday tuesday wednesday thursday friday saturday; date -> $days@n the@det num.ord {2 _2 3 _1 1};
Tags besides part of speech can be matched like this:
VP -> vbser vblex.pp {1 _1 2};
To match a set of tags, enclose the category name in square brackets:
non_finite = pp ger; VP -> vbser vblex.[non_finite] {1 _1 2};
Pattern elements can also specify values for the tags of the chunk being output by the rule.
number = (ND sg) sg pl sp ND; NP: _.number; NP -> n.$number adj {1};
This rule specifies that the number tag of the NP chunk should be copied from the noun. It will use the target language side if that is available. If not, it will proceed to the reference side, and then the source side. If all three of these are empty, it will use the default value <ND>
. To require that a particular variable be taken from a particular side, put the side after a slash:
NP: number; NP -> det.$number/ref n {1 _1 2};
/sl
refers to the source language, /tl
to the target language, and /ref
to anything added by anaphora resolution.
If a pattern element is contributing several tags to the chunk, the following shortcut is available:
NP: _.number.gender; NP -> %n adj {2 _1 1};
The %
indicates the noun is the source of all chunk tags not elsewhere specified.
To specify a literal value for a chunk tag, put it in square brackets after the pattern like this:
NP: _.gender.number; NP -> 0: NP cnjcoo NP [$gender=m, $number=pl] {1 _1 2 _2 3} | 1: NP.f cnjcoo NP.f [$gender=f, $number=pl] {1 _1 2 _2 3} | 2: NP.*.sg or@cnjcoo NP.*.sg [$gender=m, $number=sg] {1 _1 2 _2 3} | 3: NP.f.sg or@cnjcoo NP.f.sg [$gender=f, $number=sg] {1 _1 2 _2 3} ;
That is, treat the gender of the phrase as masculine unless both elements are feminine and the number as singular unless the conjunction is "or" and both elements are singular.
The pattern only looks at the source language, but it is possible to add constraints:
conj_list = and or; NP: _.gender.number; NP -> %NP cnjcoo NP ?((2.lem/tl in conj_list) and ~(3.gender = 1.gender)) {1 _1 2 _2 3};
This will only match the pattern if it is also the case that the target language lemma of the conjunction is "and" or "or" and the two NPs have different genders. See below for the syntax of conditions.
Piece of pattern | Meaning |
---|---|
.x |
A literal tag <x>
|
.[x] |
Any tag in the category x
|
.$x |
When building the output chunk for this rule, the value of the x attribute should come from this element
|
Outputs
Output elements are written between curly braces and may be any of the following:
Blanks
An underscore represents a single space. An underscore followed by a number represents the superblank after that position, so 1 _ 2
is elements 1 and 2 separated by a space while 1 _1 2
is elements 1 and 2 separated by whatever separated them in the input.
Matched Elements
A number represents the input element in that position with its tags arranged according to the defined output pattern for its part of speech tag. It can be followed by a specification of where those tags should come from.
1 ! the first input element 1(gender=f) ! the first input element with the gender tag <f> 1(gender=2.gender/ref) ! the first input element with the gender tag of the reference side of the second input element 1(gender=$gender) ! the first input element with the gender tag set to a placeholder to be filled on output with the gender tag of its parent chunk
These elements can also be prefixed with %
to specify that as many tags as possible should be placeholders for tags of the parent chunk.
These elements can be conjoined using +:
1(gender=f) + 2
This will generate something like ^blah<n><f>+bloop<adj>$
.
By default, the order of the output tags is based on the output pattern corresponding to the part of speech tag in the pattern. However, it is possible to override this using square brackets:
vblex: _.tense.person.number; vbinf: _.<inf>; V -> vblex.inf {1}; ! result: ^whatever<vblex><inf><{person}><{number}>$ V -> vblex.inf {1[vbinf]}; ! result: ^whatever<vblex><inf>$
Note that the part of speech tag of the output is in all cases the part of speech tag of the input. To avoid this behavior (for example, if you want to change the part of speech tag), write an output rule like the following:
adj: lemh.<adj>.number;
Literal Lexical Units
A new lexical unit can be inserted like this:
the@det.def.mf.sp
Placeholders can be included using $
:
the@det.def.$gender.sp
And clips from other elements can be placed in square brackets:
the@det.def.[2.gender].[3.number/sl]
Output Conditionals
An output conditional evaluates a sequence of conditions and outputs the element corresponding to the first one that evaluates to true. The element to be output can be any of the possibilities listed above, the entire chunk, or another conditional.
NP -> NP cnjcoo NP (if (2.lem/sl = and) { 1 _1 3 } else { 1 _1 2 _2 3 } );
Here the rule determines what the final output will be based on the lemma of the conjunction.
PP -> DP ?(1.case in might_get_pr) (if (1.prep_flag = none) { 1 } else { (if (1.prep_flag = to) to@pr else-if (1.prep_flag = at) at@pr else-if (1.prep_flag = in) in@pr else-if (1.prep_flag = on) on@pr else for@pr ) _ 1 } );
Here the rule determines first whether to add a preposition. If it is going to add a preposition, it creates a chunk and within that chunk, has another if statement to determine which preposition to add.
The first clause is labeled "if", the last can be "else" or "otherwise", and intermediate ones can be "if", "else-if", or "elif". These labels follow the same rules as logical operators - that is, capitalization, "-", and "_" are all ignored.
For the output of an if statement to have multiple elements, surround those elements with square brackets. Thus the conjunction rule above can be rewritten as follows:
NP -> NP cnjcoo NP { 1 _1 (if (2.lem/sl = and) [ 2 _2 ] else [] ) 3 };
Conditions
Conditions are written in parentheses. A condition is a value, an operator, and another value. If the operator is "and" or "or" these values are other conditions, otherwise they are clips or strings. A condition can be negated by writing "not" before the operator.
(1.case = 2.case) ! true if the first and second elements have the same case, otherwise false (1.case not = 2.case) ! the reverse of the previous line
The full list of operations is as follows:
Name | Description | Alternate Spellings |
---|---|---|
And | Evaluates to true if both arguments evaluates to true, otherwise false | & |
Or | Evaluates to true if either argument evaluates to true, otherwise false | | |
Equal | Evaluates to true if the arguments are identical strings | = |
IsPrefix | Evaluates to true if the right argument occurs at the beginning of the left argument | StartsWith, BeginsWith |
IsSuffix | Evaluates to true if the right argument occurs at the end of the left argument | EndsWith |
IsSubstring | Evaluates to true if the right argument occurs anywhere in the left argument | Contains |
HasPrefix | Evaluates to true if the left argument begins with anything in the list named by the right argument | StartsWithList, BeginsWithList |
HasSuffix | Evaluates to true if the left argument ends with anything in the list named by the right argument | EndsWithList |
In | Evaluates to true if the left argument is a member of the list named by the right argument | ∈ |
Any of these operators (besides And and Or) can be made to ignore case by adding one of "cl", "caseless", "fold", "foldcase".
maybe_get_pr = dat obj; (1.case in maybe_get_pr) footwear = boot sock shoe sandal; ((1.number = du) and (1.lem/tl in_caseless footwear)) ! note that "in-case-less", "incl", "IN-cl", and "__IN_CASE_LESS__" would all also work here.
Tag Rewrite Rules
This is a way to convert certain sets of tags, either between two languages that have different sets of tenses, or between something like object agreement and number marking.
object_agr = o1sg o1pl o2sg o2pl o3sg o3pl ; number = sg pl ; person = p1 p2 p3 ; object_agr > person: o1sg p1, o1pl p1, o2sg p2, o2pl p2, o3sg p3, o3pl p3 ; object_agr > number: o1sg sg, o1pl pl, o2sg sg, o2pl pl, o3sg sg, o3pl pl ; VP -> @v NP {2(number=1.object_agr) _1 1} ;
In this example, if the verb had <o2sg>
, it would be converted to <sg>
when it was set as the number
attribute of the noun.
tense = farpst nearpst pst prs fut nonpst ; tense > tense: farpst pst, nearpst pst, prs nonpst, fut nonpst ;
In this example, no explicit assignment needs to take place and the 4 tenses of the source language (farpst, nearpst, prs, fut
) would be automatically converted to the 2 of the target language (pst, nonpst
).
Converting from 4 to 3 with something like
tense > tense: farpst pst, nearpst pst ;
will also work, the unchanged tags not needing to be explicitly mentioned.
When an attribute category is being mapped to itself, such as in the tense example above, the replacement is always performed. As a result, if a tag appears on the left side of a change and the right side of another, the results may be incorrect. For example:
tense > tense: midpst pst, pst pri;
This rule might convert <midpst>
to either <pst>
or <pri>
in different situations.
However, when a rule maps between different categories, as in the object agreement example, the transformation will not happen invisibly. That is, if you have 1
in the output, a tense > tense
conversion will happen, but a object_agr > number
one won't. This is because the compiler does not have enough information to know what attributes that node has which can be clipped and thus does not know what it is converting from.
In order for this to be fully automatic, the number
element in the relevant output pattern would have to compile to something which checked number
and then every attribute that could map to number
until it found one. While this behavior could be added if desired, I initially deemed it too complicated and simply required that in such situations the rule author has to write 1(number=1.object_agr)
to trigger the object_agr > number
conversion.
It is also possible to explicitly convert a value, for example when doing comparisons:
1.object_agr>number 1.object_agr>person
Like attribute category definitions, tag rewrite rules can refer to entire output categories by enclosing them in square brackets. Since the replacement must result in a single value, this can only be done on the source side.
pasts = farpst midpst nearpst; tense = farpst midpst nearpst past pres fut; ! These are equivalent: tense > tense : [pasts] past; tense > tense : farpst past, midpst past, nearpst past;
Macros
The macro facility is a combination of tag order rules and output conditionals.
det_type = dem def ind; det_dem: _.<dem>.distance; det_def: _.definite.number; det: (if (1.det_type = dem) 1[det_dem] else 1[def_def] );
Here we define a "det" pattern which will apply the "det_dem" pattern or the "det_def" pattern to its argument based on whether that argument has a <dem>
tag. Since this is a tag order pattern it will be applied to all <det>
s by default and can also be manually applied to other things with the 3[det]
syntax.
Macros are only allowed to clip from the input node (referred to as 1
), including any values passed in.
If a macro specifies a value for an attribute, it will override anything that is passed in. Thus if the above example had 1[det_dem](distance=prx)
rather than 1[det_dem]
, invoking it as 2[det](distance=dist)
and as 2[det](distance=med)
would make no difference and the output would be have <prx>
regardless.
A macro is not required to function as a tag order pattern and may output anything or nothing, so long as it only accesses attributes of the input node.
If you want to call a macro and what node gets passed in doesn't matter, you can use the symbol *
to represent an empty node.
maybe_det: (if (1.definite = def) [the@det.def.sp _] elif (1.number = sg) [a@det.ind.sp _] else [] ); DP -> n { *[maybe_det](number=1.number, definite=$definite) 1 };
This will insert "the" if the DP is definite, "a" if it's indefinite and singular, and will output only the noun otherwise.
Since a macro needs to be contained in a conditional but not all macros are conditional, they permit the keyword always
in addition to if
, else
, etc.
vaux: (always 1[vblex]);
This macro is essentially an alias of vblex
.
Correspondence with t*x
number = sg pl; gender = m f; pre_adj = gran buen; n: _.gender.number; adj: _.gender; NP: _.number; NP -> adj n.$number ?(1.number = 2.number) (if (1.lem/tl incl pre_adj) {1(gender=2.gender) _1 2} else {2 _1 1(gender=2.gender)} ) ;
<transfer> <section-def-cats> <def-cat "n"> <cat-item tags="n"/> <cat-item tags="n.*"/> </def-cat> <def-cat "adj"> <cat-item tags="adj"/> <cat-item tags="adj.*"/> </def-cat> </section-def-cats> <section-def-attrs> <def-attr n="number"> <attr-item tags="sg"/> <attr-item tags="pl"/> </def-attr> <def-attr n="gender"> <attr-item tags="m"/> <attr-item tags="f"/> </def-attr> </section-def-attrs> <section-def-lists> <def-list n="pre_adj"> <list-item v="gran"/> <list-item v="buen"/> </def-list> </section-def-lists> <section-rules> <rule comment="adj n"> <pattern> <pattern-item n="adj"/> <pattern-item n="n"/> </pattern> <action> <choose> <when> <test> <not> <equal> <clip pos="1" side="tl" part="number"/> <clip pos="2" side="tl" part="number"/> </equal> </not> </test> <reject-current-rule/> </when> </choose> <choose> <when> <test> <in caseless="yes"> <clip pos="1" side="tl" part="lem"/> <list n="pre_adj"/> </in> </test> <out> <chunk name="default"> <tags> <tag><lit-tag v="NP"/></tag> </tags> <lu> <clip pos="1" side="tl" part="lemh"/> <lit-tag v="adj"/> <clip pos="2" side="tl" part="gender"/> </lu> <lu> <clip pos="2" side="tl" part="lemh"/> <lit-tag v="n"/> <clip pos="2" side="tl" part="gender"/> <clip pos="2" side="tl" part="number"/> </lu> </chunk> </out> </when> <otherwise> <out> <chunk name="default"> <tags> <tag><lit-tag v="NP"/></tag> </tags> <lu> <clip pos="1" side="tl" part="lemh"/> <lit-tag v="adj"/> <clip pos="2" side="tl" part="gender"/> <clip pos="1" side="tl" part="lemq"/> </lu> <lu> <clip pos="2" side="tl" part="lemh"/> <lit-tag v="n"/> <clip pos="2" side="tl" part="gender"/> <clip pos="2" side="tl" part="number"/> <clip pos="2" side="tl" part="lemq"/> </lu> </chunk> </out> </otherwise> </choose> </action> </rule> </section-rules> </transfer>
number = sg pl; |
<def-attr n="number"> <attr-item tags="sg"/> <attr-item tags="pl"/> </def-attr> <def-list n="number"> <list-item v="sg"/> <list-item v="pl"/> </def-list> |
It isn't shown in the above example, but each list simultaneously defines an attribute category and a list. |
n: _.gender.number; |
(no direct equivalent) | |
NP -> |
<tags> <tag><lit-tag v="NP"/></tag> ... </tags> |
The further contents of <tags> is determined by NP: _.number; , which indicates that those contents will be a number tag, probably clipped from one of the inputs.
|
n |
<def-cat n="some_unique_name"> <cat-item tags="n"/> <cat-item tags="n.*"/> </def-cat> ... <pattern-item n="some_unique_name"/> |
|
.$number |
<clip pos="2" side="tl" part="number"/> |
This determines the contents of <tags> in the output chunk.
|
? |
<choose> <when> <test> <not> ... </not> </test> <reject-current-rule/> </when> </choose> |
There is no functionality equivalent to <reject-current-rule shifting="yes"/> .
|
1.number |
<clip pos="1" part="number"/> |
In the example rule, the clips are written as being side="tl" , but an unspecified clip will actually check all three sides (target, then reference, then source) until it finds a value.
|
(if (...) ... else ... ) |
<choose> <when> <test> ... </test> <out> ... </out> </when> <otherwise> <out> ... </out> </otherwise> </choose> |
|
(... incl ...) |
<in caseless="yes"> ... <list n="..."/> </in> |
|
_1 |
<b pos="1"/> |
|
1(gender=2.gender) |
<lu> <clip pos="1" side="tl" part="lemh"/> <lit-tag v="adj"/> <clip pos="2" side="tl" part="gender"/> <clip pos="1" side="tl" part="lemq"/> </lu> |
<lit-tag v="adj"/> should actually be <clip pos="1" side="tl" part="pos_tag"/> where pos_tag is a special attribute that returns whatever the first tag is.
|
{ ... } |
<chunk name="default"> ... </chunk> |
It is possible to make the name be something other than default, for example with n.$lem/sl in the pattern.
|
Technically this would compile to a rule which output an NP
chunk containing the input unchanged and also a separate postchunk rule that would do the actual rearranging so that the conditionals can depend on changed values of the chunk tags.
Example
A version of this example with pictures can be found at https://github.com/apertium/apertium-recursive/blob/master/docs/Hobbit_Example.pdf
Initial Sentence
In a hole in the ground there lived a Hobbit.
Output of eng-spa-lex
^In<pr>/En<pr>$ ^a<det><ind><sg>/uno<det><ind><GD><sg>$ ^hole<n><sg>/agujero<n><m><sg>$ ^in<pr>/en<pr>$ ^the<det><def><sp>/el<det><def><GD><ND>$ ^ground<n><sg>/tierra<n><f><sg>$ ^there<adv>/allí<adv>$ ^live<vblex><past>/vivir<vblex><past>$ ^a<det><ind><sg>/uno<det><ind><GD><sg>$ ^Hobbit<n><sg>/Hobbit<n><m><sg>$^.<sent>/.<sent>$^.<sent>/.<sent>$
A Simple Set of Rules
gender = m f; number = (ND sg) sg pl ND; definite = def ind; tense = past pres ifi; person = (PD p3) p1 p2 p3 PD; tense > tense : past ifi; n: _.gender.number; det: _.definite.gender.number; pr: _; vblex: _.tense.person.number; adv: _; NP: _.gender.number; DP: _.gender.number; PP: _; VP: _.tense.person.number; NP -> %n { 1 } | 10: %n PP { 1 _1 2 } ; PP -> pr DP { 1 _1 2 } ; DP -> det %NP { 1(gender=2.gender, number=2.number) _1 2 } ; VP -> %vblex DP { 1(tense=$tense, person=$person, number=$number) _1 2 } | adv %VP (if (1.lem/sl = there) { %2 } else { 1 _1 %2 } ) | PP %VP { 1 _1 %2 } ;
Process
Action | Result | Comments | |
---|---|---|---|
Read token |
|
||
Read token |
|
||
Read token |
|
||
Split |
|
Rule 1 (NP -> n ) could apply, but it's possible that reading more of the input would make it so rule 2 (NP -> n PP ) could apply, so we do both.
| |
Apply rule 1 (NP -> n ) in the first branch
|
|
Since the rule says %n , the required NP tags (gender and number) are filled in with the values of the noun tags.
| |
Apply rule 4 (DP -> det NP ) in the first branch
|
|
Note that the determiner still has GD as it's gender. Child tags are not modified until the output step. | |
Apply rule 3 (PP -> pr DP ) in the first branch
|
|
||
Read token |
|
||
Read token |
|
||
Read token |
|
||
Apply rule 1 (NP -> n ) in both branches
|
|
This time the next word is an adverb, rather than a preposition, so no splitting occurs and the rule is applied in each branch. | |
Apply rule 4 (DP -> det NP ) in both branches
|
|
||
Apply rule 3 (PP -> pr DP ) in both branches
|
|
||
Apply rule 2 (NP -> n PP ) in the second branch
|
Weight: 10
|
Note that rule 2 has a weight attached to it, so now the second branch is weighted. | |
Apply rule 4 (DP -> det NP ) in the second branch
|
Weight: 10
|
||
Apply rule 3 (PP -> pr DP ) in the second branch
|
Weight: 10
|
||
Read token |
Weight: 10
|
||
Read token |
Weight: 10
|
||
Read token |
Weight: 10
|
||
Read token |
Weight: 10
|
||
Apply rule 1 (NP -> n ) in both branches
|
Weight: 10
|
||
Apply rule 4 (DP -> det NP ) in both branches
|
Weight: 10
|
||
Apply rule 5 (VP -> vblex DP ) in both branches
|
Weight: 10
|
VP wants tense, person, and number tags. The verb supplies tense, but it doesn't have person or number tags, so the defaults are used instead. | |
Apply rule 6 (VP -> adv VP ) in both branches
|
Weight: 10
|
||
Apply rule 7 (VP -> PP VP ) in the first branch
|
Weight: 10
|
||
Apply rule 7 (VP -> PP VP ) in the first branch
|
Weight: 10
|
||
Apply rule 7 (VP -> PP VP ) in the second branch
|
Weight: 10
|
||
Prune branches | Weight: 10
|
No rules begin with VP, so it's time to output. Both rules have the same number of trees (1), but the second one has higher weight (10), so the first one gets discarded and we output the second one. | |
Apply output side of rule 7 (VP -> PP VP )
|
|
At output, the unspecified tags PD and ND are replaced with the defaults p3 and sg. | |
Apply output side of rule 3 (PP -> pr DP )
|
|
||
Output first word |
|
The preposition wasn't built by a rule, so we just write it to the output stream. | |
Apply output side of rule 4 (DP -> det NP )
|
|
Here the gender and the number of NP are copied to the determiner. | |
Output first word |
|
||
Apply output side of rule 2 (NP -> n PP )
|
|
||
Output first word |
|
||
Apply output side of rule 3 (PP -> pr DP )
|
|
||
Output first word |
|
||
Apply output side of rule 4 (DP -> det NP )
|
|
Once again we copy the gender and number of the NP to the determiner. | |
Output first word |
|
||
Apply output side of rule 1 (NP -> n )
|
|
||
Output first word |
|
||
Apply output side of rule 6 (VP -> adv VP )
|
|
Since the source language lemma of the adverb is "there", we take the first clause of the if statement and only output the VP, which takes all its tags from the parent chunk. | |
Apply output side of rule 5 (VP -> vblex DP )
|
|
As with the previous line, the verb gets all its tags from the parent chunk, but in this rule we've explicitly listed them. | |
Output first word |
|
||
Apply output side of rule 4 (DP -> det NP )
|
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||
Output first word |
|
||
Apply output side of rule 1 (NP -> n )
|
|
||
Output first word | |||
Read token |
|
||
Output first word | No rules apply to punctuation in this example, so we just immediately output it when we see it. | ||
Read token |
|
||
Output first word |
Output of Transfer
^En<pr>$ ^uno<det><ind><m><sg>$ ^agujero<n><m><sg>$ ^en<pr>$ ^el<det><def><f><sg>$ ^tierra<n><f><sg>$ ^vivir<vblex><ifi><p3><sg>$ ^uno<det><ind><m><sg>$ ^Hobbit<n><m><sg>$^.<sent>$^.<sent>$
Overall Output
En un agujero en la tierra vivió un Hobbit.