Lowering the score_threshold=1.

mutbl -f examples/testLowerScore1.script

*****************************************************
           The -TBL system, version 1.0
          Copyright  Torbjrn Lager 2000
Department of Linguistics, Uppsala University, Sweden
 The -TBL system comes with absolutely no warranty.
    Type "help." to list all available commands.
*****************************************************
	
Learning a rule sequence...
Loading data: data/wsj_7500 ... done! Size is 7494.
Loading algorithm: algorithms/brill ... done!
Loading templates: templates/test_templates ... done!
11    1.00   tag:'VBP'>'VB' <- tag:'MD'@[-1,-2]
11    1.00   tag:'VBN'>'VBD' <- tag:'PP'@[-1]
8     1.00   tag:'NN'>'VB' <- tag:'MD'@[-1]
7     0.77   tag:'JJ'>'RB' <- wd:due@[0]
7     1.00   tag:'VBP'>'VB' <- tag:'TO'@[-1]
6     1.00   tag:'VB'>'VBP' <- tag:'NNS'@[-1]
6     0.88   tag:'VB'>'NN' <- tag:'DT'@[-1,-2]
6     1.00   tag:'IN'>'WDT' <- tag:'VBD'@[1]
5     1.00   tag:'VBN'>'VBD' <- tag:'NP'@[-1]
4     1.00   tag:'IN'>'DT' <- wd:that@[0] & tag:'IN'@[-1]
4     1.00   tag:'IN'>'WDT' <- tag:'MD'@[1]
4     1.00   tag:'IN'>'WDT' <- tag:'VBZ'@[1]
4     1.00   tag:'IN'>'RB' <- wd:much@[1]
3     1.00   tag:'VB'>'VBP' <- tag:'PP'@[-1]
3     0.80   tag:'RP'>'RB' <- tag:'NN'@[-1,-2]
3     1.00   tag:'VB'>'NN' <- wd:swap@[0] & tag:'NN'@[-1]
3     1.00   tag:'VBD'>'VBN' <- tag:'VB'@[-1,-2]
3     0.67   tag:'VBD'>'VBN' <- tag:'VBZ'@[-1,-2]
3     1.00   tag:'VBN'>'VBD' <- wd:increased@[0]
3     1.00   tag:'VBN'>'VBD' <- wd:said@[0]
2     1.00   tag:'NPS'>'NP' <- wd:'Bankers'@[0]
2     1.00   tag:'VBG'>'JJ' <- wd:leading@[0]
2     1.00   tag:'VBG'>'NN' <- wd:of@[1]
2     1.00   tag:'IN'>'WDT' <- wd:have@[1]
2     0.75   tag:'JJ'>'NP' <- tag:'NP'@[-1] & tag:'NP'@[1]
2     1.00   tag:'NP'>'NN' <- wd:'CD'@[0]
2     1.00   tag:'POS'>'VBZ' <- tag:'PP'@[-1]
2     1.00   tag:'POS'>'VBZ' <- tag:'IN'@[1]
2     1.00   tag:'NNS'>'VBZ' <- tag:'PP'@[-1]
2     1.00   tag:'NN'>'VBP' <- tag:'NNS'@[-1] & tag:'RB'@[1]
2     1.00   tag:'NN'>'VBP' <- wd:decline@[0] & tag:'NNS'@[-1]
2     1.00   tag:'NN'>'VBP' <- wd:note@[0] & tag:'NNS'@[-1]
2     1.00   tag:'NN'>'VB' <- wd:purchase@[0] & tag:'TO'@[-1]
2     1.00   tag:'VBN'>'JJ' <- tag:'NN'@[-1] & tag:'NNS'@[1]
2     1.00   tag:'IN'>'RB' <- wd:about@[0] & wd:by@[-1]
2     0.75   tag:'IN'>'RB' <- wd:below@[0]
2     1.00   tag:'IN'>'WDT' <- wd:are@[1]
2     1.00   tag:'VBZ'>'NNS' <- tag:'JJ'@[-1]
2     1.00   tag:'VBD'>'VBN' <- tag:'VBP'@[-1,-2]
2     1.00   tag:'VB'>'JJ' <- tag:'JJ'@[-1]
2     1.00   tag:'NPS'>'NP' <- wd:'Securities'@[0]
1     1.00   tag:'\''>'POS' <- tag:'NNS'@[1]
1     1.00   tag:'DT'>'RB' <- tag:'VBP'@[-1] & tag:'RB'@[1]
1     1.00   tag:'JJ'>'NP' <- wd:'York-based'@[0]
1     1.00   tag:'JJR'>'VB' <- tag:'MD'@[-1]
1     1.00   tag:'NNS'>'NN' <- wd:downward@[1]
1     1.00   tag:'NP'>'NPS' <- wd:'Holdings'@[0] & wd:'Group'@[-1]
1     1.00   tag:'RP'>'IN' <- tag:'VBZ'@[-1]
1     1.00   tag:'VB'>'VBN' <- wd:put@[0]
1     1.00   tag:'VBG'>'JJ' <- wd:prevailing@[0]
1     1.00   tag:'VBG'>'NN' <- wd:profit@[1]
1     1.00   tag:'VBN'>'VB' <- tag:'MD'@[-1]
1     1.00   tag:'IN'>'DT' <- wd:assumption@[1]
1     1.00   tag:'IN'>'DT' <- wd:that@[0] & wd:argue@[-1]
1     1.00   tag:'IN'>'RP' <- tag:'CC'@[1]
2     1.00   tag:'RP'>'RB' <- tag:'VBD'@[-1,-2]
1     1.00   tag:'IN'>'RP' <- wd:over@[0] & tag:'VBZ'@[-1]
1     1.00   tag:'JJ'>'VBN' <- wd:'a-Discounted'@[0]
1     1.00   tag:'JJ'>'VBN' <- wd:attempts@[1]
1     1.00   tag:'NN'>'VBP' <- wd:signal@[0]
1     1.00   tag:'NN'>'VBP' <- wd:fixed@[1]
1     1.00   tag:'NP'>'NN' <- wd:'Labor'@[0]
1     1.00   tag:'NP'>'NN' <- wd:'Phelan'@[0]
1     1.00   tag:'RB'>'IN' <- wd:bonds@[1]
1     1.00   tag:'JJR'>'RBR' <- tag:'VBP'@[-1]
1     1.00   tag:'JJR'>'RBR' <- tag:'PP$'@[-1,-2]
1     1.00   tag:'JJR'>'RBR' <- tag:'RB'@[1]
1     1.00   tag:'NN'>'VBG' <- wd:manufacturing@[0]
1     1.00   tag:'NN'>'VBG' <- wd:an@[1]
1     1.00   tag:'NN'>'VBG' <- wd:buying@[0] & tag:'IN'@[-1]
1     1.00   tag:'VB'>'NN' <- tag:'IN'@[-1]
1     1.00   tag:'VB'>'NN' <- tag:'POS'@[-1]
1     1.00   tag:'VB'>'NN' <- tag:'WRB'@[-1]
1     1.00   tag:'JJ'>'NN' <- tag:'MD'@[1]
1     1.00   tag:'JJ'>'NN' <- wd:chief@[0]
1     1.00   tag:'JJ'>'NN' <- wd:human@[0]
1     1.00   tag:'JJ'>'NN' <- tag:'DT'@[-1] & tag:'TO'@[1]
1     1.00   tag:'JJ'>'RB' <- tag:'MD'@[-1]
1     1.00   tag:'JJ'>'RB' <- tag:'JJR'@[1]
1     1.00   tag:'JJ'>'RB' <- wd:close@[0]
1     1.00   tag:'JJ'>'RB' <- wd:overseas@[0]
1     1.00   tag:'NNS'>'VBZ' <- tag:'CD'@[1]
1     1.00   tag:'NNS'>'VBZ' <- wd:ties@[0]
1     1.00   tag:'NNS'>'VBZ' <- tag:'RB'@[-1] & tag:'NN'@[1]
2     0.67   tag:'RB'>'JJ' <- tag:'NNS'@[1]
1     1.00   tag:'NNS'>'VBZ' <- wd:charges@[0] & wd:interest@[-1]
1     1.00   tag:'JJ'>'RB' <- wd:also@[0]
1     1.00   tag:'JJ'>'RB' <- wd:just@[0]
1     1.00   tag:'RB'>'JJ' <- wd:evidence@[1]
1     1.00   tag:'RB'>'JJ' <- wd:out@[1]
1     1.00   tag:'RB'>'JJ' <- wd:trend@[1]
1     1.00   tag:'RB'>'JJ' <- wd:way@[1]
1     1.00   tag:'RB'>'JJ' <- wd:yesterday@[1]
1     1.00   tag:'NN'>'VB' <- tag:'PP$'@[1]
1     1.00   tag:'NN'>'VB' <- wd:keep@[0]
1     1.00   tag:'NN'>'VB' <- wd:equipment@[1]
1     1.00   tag:'NN'>'VB' <- tag:'RB'@[-1] & tag:','@[1]
1     1.00   tag:'NN'>'VB' <- tag:'RB'@[-1] & tag:'DT'@[1]
1     1.00   tag:'NN'>'VB' <- tag:'TO'@[-1] & tag:','@[1]
1     1.00   tag:'NN'>'VB' <- wd:bid@[0] & tag:'TO'@[-1]
1     1.00   tag:'NP'>'JJ' <- wd:'Costa'@[0]
1     1.00   tag:'NP'>'JJ' <- wd:'Due'@[0]
1     1.00   tag:'NP'>'JJ' <- wd:'Financial'@[0]
1     1.00   tag:'NP'>'JJ' <- wd:'First'@[0]
1     1.00   tag:'NP'>'JJ' <- wd:small@[1]
1     1.00   tag:'NP'>'JJ' <- wd:'Western'@[0] & tag:'DT'@[-1]
1     0.67   tag:'NP'>'JJ' <- wd:'German'@[1]
1     1.00   tag:'JJ'>'NP' <- wd:'Petroleum'@[1]
1     1.00   tag:'VBN'>'JJ' <- wd:allowed@[0]
1     1.00   tag:'VBN'>'JJ' <- wd:interested@[0]
1     1.00   tag:'VBN'>'JJ' <- wd:mixed@[0]
1     1.00   tag:'VBN'>'JJ' <- wd:reduced@[0]
1     1.00   tag:'VBN'>'JJ' <- wd:effect@[1]
1     1.00   tag:'VBN'>'JJ' <- wd:share@[1]
1     1.00   tag:'VBN'>'JJ' <- wd:transaction@[1]
1     1.00   tag:'VBN'>'JJ' <- tag:'DT'@[-1] & tag: $ @[1]
1     1.00   tag:'VBN'>'VBD' <- wd:owed@[0]
1     1.00   tag:'VBN'>'VBD' <- wd:pegged@[0]
1     1.00   tag:'VBN'>'VBD' <- wd:supported@[0]
1     1.00   tag:'VBN'>'VBD' <- wd:buying@[1]
1     1.00   tag:'VBN'>'VBD' <- wd:controlling@[1]
1     1.00   tag:'VBN'>'VBD' <- wd:investors@[1]
1     1.00   tag:'VBN'>'VBD' <- wd:'third-quarter'@[1]
1     1.00   tag:'IN'>'RB' <- wd:behind@[0]
1     1.00   tag:'IN'>'RB' <- wd:'130'@[1]
1     1.00   tag:'IN'>'RB' <- wd:'Friday'@[1]
1     1.00   tag:'IN'>'RB' <- wd:equal@[1]
1     1.00   tag:'IN'>'RB' <- wd:intended@[1]
1     1.00   tag:'IN'>'RB' <- wd:'municipal-bond'@[1]
1     1.00   tag:'IN'>'RB' <- wd:quickly@[1]
1     1.00   tag:'IN'>'RB' <- tag:'VBP'@[-1] & tag:'CD'@[1]
1     1.00   tag:'IN'>'RB' <- wd:about@[0] & wd:company@[-1]
1     1.00   tag:'NN'>'JJ' <- wd:head@[0]
1     1.00   tag:'NN'>'JJ' <- wd:light@[0]
1     1.00   tag:'NN'>'JJ' <- wd:muni@[0]
1     1.00   tag:'NN'>'JJ' <- wd:turf@[0]
1     1.00   tag:'NN'>'JJ' <- wd:cycles@[1]
1     1.00   tag:'NN'>'JJ' <- wd:pound@[1]
1     1.00   tag:'NN'>'JJ' <- tag:'POS'@[-1] & tag:'CD'@[1]
1     1.00   tag:'NN'>'JJ' <- tag:'VB'@[-1] & tag:'RB'@[1]
1     1.00   tag:'NN'>'JJ' <- wd:future@[0] & tag:'IN'@[-1]
1     1.00   tag:'NN'>'JJ' <- wd:top@[0] & tag:'PP$'@[-1]
1     1.00   tag:'VBP'>'VBN' <- wd:hurt@[0]
1     1.00   tag:'VBP'>'VB' <- wd:step@[0]
1     1.00   tag:'VBP'>'NP' <- tag:'NP'@[1]
1     1.00   tag:'VBP'>'NN' <- tag:'JJ'@[-1]
1     1.00   tag:'VBN'>'VBD' <- wd:incurred@[0] & tag:'NN'@[-1]
1     1.00   tag:'VBN'>'VB' <- tag:'TO'@[-1]
1     1.00   tag:'VBN'>'JJ' <- wd:subordinated@[0] & wd:certain@[-1]
1     1.00   tag:'VBG'>'NN' <- wd:holding@[0] & tag:'VBN'@[-1]
1     1.00   tag:'VBG'>'JJ' <- wd:international@[1]
1     1.00   tag:'VBD'>'JJ' <- tag:'IN'@[-1]
1     1.00   tag:'VB'>'VBP' <- tag:','@[-1]
1     1.00   tag:'VB'>'VBN' <- tag:'RB'@[-1] & tag:'TO'@[1]
1     1.00   tag:'VB'>'RB' <- tag:'VBZ'@[-1]
1     1.00   tag:'VB'>'NN' <- tag:'NN'@[-1] & tag:'.'@[1]
1     1.00   tag:'RP'>'JJ' <- tag:'JJ'@[-1]
1     1.00   tag:'RP'>'IN' <- tag:'VBG'@[1]
1     1.00   tag:'RB'>'RP' <- wd:down@[0] & tag:'NNS'@[-1]
1     1.00   tag:'RB'>'JJR' <- wd:period@[1]
1     1.00   tag:'RB'>'JJ' <- wd:due@[0] & wd:rates@[-1]
1     1.00   tag:'POS'>'VBZ' <- tag:'VBG'@[1]
1     1.00   tag:'NP'>'NPS' <- wd:'Holdings'@[0] & wd:'Southbrook'@[-1]
1     1.00   tag:'NP'>'NNS' <- wd:'Bouygues'@[0] & tag:','@[-1]
1     1.00   tag:'NP'>'NN' <- wd:'Trading'@[0]
1     1.00   tag:'NNS'>'VBZ' <- wd:notes@[0] & tag:'RB'@[-1]
1     1.00   tag:'NNS'>'NPS' <- wd:'Investors'@[0]
1     1.00   tag:'NNS'>'NN' <- wd:pence@[0] & wd:'400'@[-1]
1     1.00   tag:'NN'>'VBP' <- wd:move@[0] & tag:'NNS'@[-1]
1     1.00   tag:'NN'>'VBG' <- wd:buying@[0] & tag:'NN'@[-1]
1     1.00   tag:'NN'>'VBD' <- wd:cut@[0]
1     1.00   tag:'NN'>'VB' <- wd:charge@[0] & tag:'CC'@[-1]
1     1.00   tag:'NN'>'PDT' <- wd:a@[1]
1     1.00   tag:'NN'>'NP' <- wd:'D'@[1]
1     1.00   tag:'NN'>'JJ' <- wd:principal@[0] & wd:with@[-1]
1     1.00   tag:'NN'>'DT' <- wd:half@[0] & tag:'IN'@[-1]
1     1.00   tag:'JJS'>'RBS' <- tag:'JJ'@[1]
1     1.00   tag:'JJR'>'VB' <- tag:'TO'@[-1] & tag:'NN'@[1]
1     1.00   tag:'JJR'>'RBR' <- wd:about@[1]
1     1.00   tag:'JJR'>'RB' <- tag:'VBP'@[-1,-2]
1     1.00   tag:'JJ'>'VBD' <- tag:'PP$'@[1]
1     1.00   tag:'JJ'>'RB' <- wd:if@[1]
1     1.00   tag:'JJ'>'NPS' <- wd:'Japanese'@[0] & wd:the@[-1]
1     1.00   tag:'JJ'>'NP' <- wd:'West'@[0] & tag:'DT'@[-1]
1     1.00   tag:'JJ'>'NN' <- wd:'inflation-fighting'@[0] & tag:'VB'@[-1]
1     1.00   tag:'JJ'>'IN' <- wd:next@[0] & tag:'NNS'@[-1]
1     1.00   tag:'IN'>'WDT' <- wd:indirectly@[1]
1     1.00   tag:'IN'>'RP' <- wd:over@[0] & wd:rolling@[-1]
1     1.00   tag:'IN'>'RB' <- wd:as@[0] & wd:'n\'t'@[-1]
1     1.00   tag:'IN'>'DT' <- wd:that@[0] & wd:protect@[-1]
1     1.00   tag:'EX'>'RB' <- tag:'CC'@[-1]
1     1.00   tag:'DT'>'RB' <- tag:'NN'@[-1] & tag:'RB'@[1]
1     1.00   tag:'DT'>'PDT' <- tag:'DT'@[1]
1     1.00   tag:'DT'>'NP' <- tag:'CD'@[-1] & tag:','@[1]
1     1.00   tag:'CD'>'NN' <- wd:can@[1]
1     1.00   tag:'\''>'POS' <- wd:current@[1]
196 rule(s) for feature(s) [tag]
Testing the learned rule sequence...
Loading templates: templates/test_templates ... done!
Loading data: data/wsj_test ... done! Size is 9625.

DATA STATISTICS:

            Corpus Size: 9625
         Number of Tags: 9625
 Number of Correct Tags: 9228
       Number of Errors: 397
                 Recall: 95.9% 
              Precision: 95.9%
                F-Score: 95.9%
Number of Tags per Word: 1.000

Applied 196 rule(s) for feature(s) [tag] in 0.172 seconds

DATA STATISTICS:

            Corpus Size: 9625
         Number of Tags: 9625
 Number of Correct Tags: 9241
       Number of Errors: 384
                 Recall: 96.0% 
              Precision: 96.0%
                F-Score: 96.0%
Number of Tags per Word: 1.000

Saving the rule sequence(s) in file 'rules/test.pl'.
Generating data for the Error Browser...
Load (or reload) the file "error_data.html"
into a HTML browser to view error data.
Finished!