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User:Nickj/Link Suggester

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532:): The main problem now is scalability: how to get all the suggestions out to people (there are roughly 1.4 million suggestions all up). Adding these as separate pages would add a huge number of pages to the Knowledge: would the Knowledge scale okay? What happens when these pages need to be deleted: isn't that going to take an administator a long time? Uploading these suggestions using a bot will take over a month: is that too long? Also people want a way to mark which suggestions to implement, and which to not: doing this using a bot that reads a human-edited list is very messy and seems awkward - wouldn't it be better to have some kind of web-based form for this? I have a big list of suggested links for the entire English Knowledge - the problem is getting it out there. I'm wondering whether it really needs a web server with a several gig of disk space, and a decent amount of bandwidth. ( 1066:
successful). Of course, page authors can ignore the suggestions (personally, I wouldn't, if I thought that they were good suggestions, and if I cared about the page) - and with the tests, sometimes people ignore the suggestions, and sometimes they use them. Of course if you ignore the suggestions, then you're no worse off than you were before.
1051:), with a lot of effort by a lot of people, has shown that the processing rate is around 35 such pages per week. At that rate of progress, with the same consistent and concerted effort (which would probably be very hard to do over such a long-haul project), it would take around 165 weeks to process all of the suggestions, which equals 1087:
If I create some of the links as suggested by the link bot, it is acceptable to delete that part of the link bot text on the talk page, or is that considered as bad as deleting the comments of a real person? I'd rather not have to put a comment after every suggestion saying that it is now taken care
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The fastest the LinkBot could probably go is around 30 or 40 transactions per minute, at which rate uploading suggestions would take around 5 days (which is far more realistic). So, if after the trial phase goes well, and if it still seems a good idea to run it on the whole Knowledge, then I will see
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that article, whereas Can We Link It only suggests links from an article. In other words, LinkBot would actually suggest every link twice (once in the source article, once in the destination article). However, every link is also a reverse link - so if all the suggestions are processed, it'll have the
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Also some suggestions can be tangential - that is they're not inherently wrong suggestions, they're just not appropriate to link to in the context that they're suggested. For this reason the suggestions are provided for your review, so that people can make the links they like and disregard the rest.
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The Link Suggester has been run on a local copy of the whole English Knowledge already for testing purposes, but thus far these results have not been uploaded to the Knowledge. The aim (if the feedback is suitably positive) is eventually for the LinkBot to upload the suggestions for every article in
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Currently running the script on a local copy of the wiki database, and fine-tuning the manual list of bad links; Fine-tuning the algorithm to reduce false-positives, cover corner cases, and increase speed of detection. Also waiting for the Wiki Syntax project to complete its first run, since the two
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No. The best judges of what are good links are humans, not software. Software does not understand context or meaning, whereas a human does. Therefore, the link suggestions would be added to the article's talk page, and then a human editor can add the links to the article, or disregard or delete them
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The Link Suggester is a bit of software that takes the article text of a Knowledge article, and looks for links that could be made to other articles, and that have not been made yet. LinkBot is the bit of software that takes these suggestions and presents them in way that people can easily read them
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Yes. Please take all the suggestions with a grain of salt. Bad suggestions are almost always because the same combination of words are used to mean different things to different people. I have endeavoured to eliminate bad suggestions, whilst keeping good suggestions, but getting a perfect automated
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Doesn't know about disambiguation pages. LinkBot would not suggest links to disambiguation pages, whereas Can We Link It will. This is to a very small extent mitigated by the fact that Can We Link It learns from its mistakes, so saying "no" to disambiguation link suggestion will stop that link from
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Then to check the syntax of and suggest links for every article in the wikipedia, and save the results, takes 51 hours. (This step looks I/O limited for short articles, and either CPU or memory-bandwidth or algorithm limited for medium to long articles - the hard disk light only goes off briefly
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The best approach is likely to be a fusion that combines the strengths of humans, and the strengths of software; A bit of software can perform the tedious and repetitive process of finding missing links; and a human is best able to take that information and apply it appropriately to the article.
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Run it on a small number pages, as a supervised bot (probably do around 100 on the first night, and then if things go well gradually increase the size of each run). This would consist of the LinkBot running slowly (with somewhere between 10 and 30 seconds between saves), whilst I check that the
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In other words, the most viable approach appears to be to distribute the problem of processing the links out to the page authors / maintainers by putting those suggestions on the talk pages (and this act of distributing the problem is one of the most fundamental reasons why the Knowledge is so
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When processing the page, the link suggester needs to look at the page's wikicode (so that it doesn't suggest a link something that is already a link, for example). When doing this it is easy to detect pages with broken wikicode (e.g. unclosed wiki-links, unopened wiki-links, malformed section
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The text of every article is retrieved from the local database, and then processed to look for unlinked text that matches the title of an existing article. Those results are then filtered based on the rules of what makes a good or bad link, and the wiki syntax of the article is
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People mightn't know there are suggestions for an article unless they go looking for them, whereas with LinkBot the suggestions "came to you" to some extent. Also as part of this, "Can We Link It" is hosted on an external site (it's an external tool, not integrated into the
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Building an index of articles in memory takes several minutes. Building a really complete and useful index in memory that knows the target of every redirect takes five minutes and consumes around 200 Mb of RAM. (This step is I/O limited - the hard disk light never goes
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Over the course of last week (18th October to 25th October), I manually cut and pasted the output of this script on to the talk pages of around 40 pages. This was a manual process, which allowed me to see what it does well and what it does wrong, and to gather feedback
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number of pages, much more than 100 or 200. With 210931 pages with suggestions, at around 3.8 suggestions on average per page, that's over 800,000 suggestions in total. Experience with this kind of process of making lists of changes (with creating the data for the
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At the 6 transactions per minute rate, uploading all the suggestions to the Knowledge would take 24 days, which is a very long time (and runs the high risk of the suggestions becoming out of touch with the article if it has been edited in the intervening period).
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This is a pretty exhaustive list, but these are probably bad things to link on. To avoid this, the Link Suggester applies some simple rules-of-thumb to try and improve the signal-to-noise ratio (i.e. keep the 'good links' and eliminate the 'bad links').
1044:) has shown that 140 suggestions per page (includes link to page, word that can be linked, and context of the change) is the perfect size to get the page size just under the 32K suggested maximum page size. 800000 / 140 means there would be 5715 pages. 1061:
Over such a long period of time, with the rapid pace of change in the Knowledge, the data would age very rapidly, and quickly become irrelevant to the content that was actually on the pages at the time a human got around to looking at the
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It works on the live version of articles (i.e. you can add a paragraph, and then see suggestions for the article including what you just added, whereas with LinkBot you might have had to wait months, because LinkBot used database
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The article was manually excluded by me (and as such, this reflects my personal biases, opinions and preferences). There are only a quite small number of manual exclusions (around 500, out of around 600000 articles/redirects, or
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Finally any links that I have manually marked as bad to link to are removed. Around 500 links are currently manually marked as bad, but if you find something that has been missed (and there are sure to be things) then please
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Run a larger trial, which incorporates the feedback from Phase 3 (such as not suggesting links to disambiguation pages, excluding more "bad" pages, and putting the suggestions on a subpage rather than filling up the talk
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I kept finding that there were articles that I hadn't linked to yet, simply because I didn't know that they existed. I decided that there should be an automated way of suggesting links, based on the text of the article.
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were at the top of this category though, because those phrases are used in the RamBot articles (so the suggestions were found many times). Overall though, very few articles were in this category (maybe around 10 all
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The article was about something other than the way those words are used in everyday English (this happened mostly for articles about books, albums, magazines, bands, songs, and movies) - an example was the movie
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These times are proportional to the number of articles in the Knowledge (and were accurate as of 13-Dec-2004) - so as the Knowledge continues to grow, the times taken to process the data will increase too.
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is probably a bad link. Determining which abstract nouns make good links is hard, although we can make some broad generalizations (e.g. abstract noun words that end in "-ism" tend to be good links, such as
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Exactly, and this is where it gets interesting. Making every single possible link is simply not conducive to the flow of an article. For example, consider the following real-world example wiki sentence:
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By adding suggestions to the talk page, those suggestions are automatically associated with the page, and visible to anyone watching the page, all without the problems inherent in modifying the page.
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Checking for links is tedious. The only way to know if the Knowledge contains articles that are relevant is to search for them. Most people don't bother other than for a subset of the possible links.
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If you reject a suggestion, it won't make that suggestion again for that article, whereas LinkBot would (because it had no way of definitively knowing that a suggestion had been rejected).
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I am looking for pages to contribute to. A friend suggested writing my own personal bio, then submitting it to this linkify bot as a way to find pages I might be interested in editing.
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These times do not include any uploading of suggestions to the Knowledge by the LinkBot. This is purely the time taken to generate the suggestions, which the LinkBot can then upload.
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Currently the main speed-limiting factor is political, and not technical. This is because there is maximum allowed limit of 6 transactions per minute for bots (although there is
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As with LinkBot, the decision to make or not make a link is made by humans. The software only makes suggestions, and you decide whether you like the suggestions.
381:" would usually be a bad link. Determining which adjectives make good links is hard, as the best links are to infrequently used adjectives (some of which are 214: 843:
Manual exclusions (never suggesting a link to a page, even though it qualifies as a "good link") are added because of one or more of the following reasons:
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The article's title does not fulfil the criteria of a 'good link', as defined previously. These criteria were a 'best guess' at what qualify as good links.
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The article's title does not occur in the text of any articles. The text must occur verbatim (excluding capitalisation) in order for it to be suggested.
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Downloading, uncompressing, and storing the latest enwiki database dump takes 7 hours. (This step is I/O limited - the hard disk light never goes off).
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An approach is being used that specifically tries to address these problems - please see below for more information on good links versus bad links.
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Plus 2 word links, unless these links start with the word "the" (in which case they need to be 3 words or more, or have 2 or more capital letters).
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Then people have to process those 5715 pages. Experience with asking people for their help in processing changes listed on pages (as part of the
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As a rough rule, very short links tend to be bad. These are easy to recognise, by rejecting any links less than say 4 or less characters long.
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That the links would be on almost everything, and thus be really annoying. For example, the following assumptions were typically made:
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The Knowledge is expanding, and while there mightn't have been an appropriate link when the article was written, there may be one now.
894:, which is computer-specific, which not how it is used in everyday English (e.g. "This shift in public perception ..."). Another is 751:
There are also some much older examples (these are from Phase 1, done with manual cutting and pasting, around late October 2004):
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It will make the links for you (you just say "yes" to a suggestion), whereas with LinkBot you had to manually make the links.
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It's no problem to delete them, and no offense whatsoever will be taken by deleting them. Alternatively, you can always
909:- this redirects to list of baseball players, but it doesn't define or explain what a baseball player is. Another was 1048: 1041: 1058:
Point 3 above is lost unless you have twice as many pages (a list to, and a list from), which would be 11430 pages.
890:, which is about genetics, but the way this phrase is used in articles does not correspond with this. Another is 779: 725: 660:
A large index of the names of every article, and the target (if it's a redirect) is built in memory (for speed).
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Also, an article shouldn't link to itself (even by linking to a page that redirects to the original article).
791: 23: 964:- phrase has entered common English-speaking lexicon, but article is quite US-military-specific; example: 189:
Humans miss things. In the previous example, "Anthony Albanese" was a good link, but it was simply missed.
811:(if you're not sure which, pick whichever you think is most appropriate). You can also let me know about 755: 509:
suggestions added to the talk pages looks reasonable. This first trial run is the step that I previously
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is a free trade agreement. These are easy to recognise, because they are capitalized in multiple letters.
331:. These are easy to recognise, because they are capitalized, whilst not being at the start of a sentence. 670:
Once the above has finished, the saved suggestions can then be uploaded to the Knowledge by the LinkBot.
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Will it suggest links to articles with titles similar to, but not identical to, the text in my article?
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Will it suggest links multiple times? e.g. Will it try to link the same proper noun two or more times?
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I didn't think it was worth linking to in the majority of situations in which it was used - example:
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of, but if the text just stays, other people will waste time investigating every suggestion again.--
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A reorganisation of local government boundaries in 1968 saw part of Newtown placed under ] council.
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Most dates are removed (e.g. "1 March", "13th January", "April 2003", "May 21st", "December 25").
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The link suggester, when showing every possible link would show the following for this sentence:
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Newtown lies partly in the electorate of ], currently represented by Anthony Albanese of the ].
968:- many places in the world have a Minister of Education, not just the United Kingdom; example: 180: 969: 965: 87:
It doesn't suggest reverse links (to deorphan an article) - i.e. LinkBot would suggest links
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What remains are generally quite safe links to suggest, with a good signal-to-noise ratio.
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being suggested in future (but not suggesting the link in the first place would be better).
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They're suggestions - a user may not like some of them - and so the actual article should
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Yes, using a real-world example. Consider the following snippet (wiki codes are shown):
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if there is consensus on raising the transactions per minute limit on the LinkBot.
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The problems with listing them separately as a big series of list pages are that:
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be automatically modified. People feel strongly about this, and I agree with them.
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The article may have been related to the topic, but not spot-on - an example is
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The changes would be automatically applied to the article, not to the talk page.
960:- many places in the world have a State legislature, not just the US; example: 848: 657:
The most recent available copy of the enwiki database is downloaded and stored.
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How long does it take to suggest links for the whole of the English Knowledge?
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link suggester is probably impossible without genuine Artifical Intelligence.
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So if humans are better at determining appropriate links, why suggest links?
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Why add the suggestions to a talk page, and not as some kind of big list?
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Additionally, a link should only be suggested once per article, as per
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If no links were suggested, then the reason was one of the following:
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Surely we don't want every possible link? That would be lots of links!
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There were simply too many links suggested to the article (examples:
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on allowing exceptions to this rule where there is consensus on it).
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on the Knowledge. Both bits of software are written and operated by
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How long roughly might it take to upload the data to the Knowledge?
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Plus "-ism" abstract nouns, minus the few really common ones (like
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of Grayndler, currently represented by Anthony Albanese of the ALP.
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headers, and so forth). This spin-off project evolved to become
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The link suggester will suggest links that meet these criteria:
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So total time taken = 7 + 0 (rounding down) + 51 = 58 hours.
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Would you like it to be run on the whole wiki in the future?
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is a good link, where as the blue in the phrase "the sky is
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The plan is for it to be added to the article's talk page.
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The idea of adding suggestions to the talk pages is that:
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The article was a stub or too short to link to. Examples:
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Would have a preference for a short links, not long links.
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The article was largely a disambiguation page - example:
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However there are some downsides as compared to LinkBot:
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On the old Pentium-3 800 MHz which I am using for this:
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It doesn't pollute talk pages with lists of suggestions.
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to indicate that they have been done. -- All the best,
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suggested links that probably should never be suggested
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The output of the link suggester might look like this:
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a page (but only if there are outgoing links as well).
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Are there any spin-off projects that flow out of this?
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Note that most of the arguments against assumed that:
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Some links I though were just plain silly - example:
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So what makes a good link, and what makes a bad link?
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Abstract nouns - refers to ideas or concepts - e.g.
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What are some of the reasons for manual exclusions?
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Why were no links suggested pointing to my article?
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No differentiation of proper nouns from other text.
640:gets modified by the software, then that's a bug. 164:What happens with this suggested link information? 1083:What is the best way to annotate the suggestions? 667:The results are then saved to the local database. 120: 108:What is the Link Suggester, and what is LinkBot? 50:Uses almost identical internal logic as LinkBot. 1071:Can I submit some text to look for linkify-ing? 648:No - at the moment this is a personal project. 487:) from page authors. This step was very useful. 1020:a page, but it will also show suggested links 989:Someone else requested it not be linked to on 603: 591:No (apart from capitalization differences). 172:So the article itself would not be modified? 712:What programming language is it written in? 125: 63:To some degree it learns from its mistakes. 1016:The link suggester shows suggested links 691:when processing medium or long articles). 628:Will it ever modify the original article? 594: 36:Note: LinkBot has been superseded by the 609:Source code for LinkBot is now available 66:Suggestions are only supplied on-demand. 287:: A reorganisation of local government 14: 799:Can I leave feedback, and if so where? 644:Is this an official Knowledge project? 314:There is no such thing as a free lunch 280:boundaries in 1968 saw part of Newt... 269:government boundaries in 1968 saw p... 209:Has anyone discussed this idea before? 716:In PHP, running on Debian Linux 3.0. 304:A good link is usually either : 651: 467:What is the current project status? 389:Things that are usually bad links: 30: 615:Does it ever make bad suggestions? 536:had some ideas along these lines). 291:in 1968 saw part of Newtown placed 233:Would link on common single words. 31: 1117: 740:Are there any examples I can see? 956:Too culturally biased. Example: 803:Absolutely - you can leave both 746:here is the edit log for LinkBot 430:So what exactly will it link on? 780:Talk:Federal Court of Australia 611:. It's a bit of a mess, sorry! 438:"good links" (as defined above) 346:Then there are things that are 53:It also syntax checks articles. 762:Talk:William Charles Wentworth 121:How to use the Link Suggester? 13: 1: 1092:15:24, 11 January 2006 (UTC) 1079:17:02, 12 October 2005 (UTC) 792:Talk:Agriculture in Australia 177:if they are not appropriate. 144:: Newtown lies partly in the 1107:04:14, 12 January 2006 (UTC) 358:can be a good link, whereas 276:: A reorganisation of local 7: 756:Talk:Snowy Mountains Scheme 744:Yes - for current examples 10: 1122: 1098:strike the suggestions out 636:. If the original article 604:Can I get the source code? 215:discussion of auto-linking 568:Missing Redirects Project 40:link suggesting web tool. 786:Talk:Ash Wednesday fires 126:Can you give an example? 561:the Wiki Syntax Project 546:the English Knowledge. 350:worthwhile linking on: 1032:Point 2 above is lost. 595:Why did you make this? 265:: A reorganisation of 213:Yes - look here for a 91:an article plus links 970:Meteorological Office 966:Minister of Education 886:. Another example is 498:projects are related. 554:Yes, there are two: 393:Common nouns - e.g. 1049:Wiki Syntax Project 1042:Wiki Syntax Project 774:Talk:Miss Australia 511:sought approval for 421:the Knowledge style 195:Links are content. 958:State legislature 950:per capita income 898:, and another is 878:", or the movie " 809:negative feedback 805:positive feedback 652:How does it work? 574:in the Knowledge. 22:(Redirected from 1113: 861:State-of-the-art 768:Talk:Peter Reith 329:Anthony Albanese 157:Anthony Albanese 153:Anthony Albanese 27: 1121: 1120: 1116: 1115: 1114: 1112: 1111: 1110: 1085: 1073: 1000: 942:Living together 907:Baseball player 900:Ten Years Later 882:", or the book 857:Spoken language 841: 821: 801: 742: 726:some discussion 722: 714: 677: 654: 646: 630: 617: 606: 597: 589: 581: 572:we already have 552: 543: 469: 432: 302: 248: 211: 183: 174: 166: 128: 123: 110: 104: 43: 42: 41: 29: 28: 21: 20: 12: 11: 5: 1119: 1109: 1108: 1084: 1081: 1072: 1069: 1068: 1067: 1063: 1059: 1056: 1045: 1035:It would be a 1033: 1026: 1025: 1014: 1011: 999: 996: 995: 994: 987: 980: 973: 954: 926: 921:. Another was 917:. Another was 913:. Another was 903: 871: 864: 849:Private sector 840: 837: 836: 835: 831: 828: 820: 817: 800: 797: 796: 795: 789: 783: 777: 771: 765: 759: 741: 738: 721: 718: 713: 710: 693: 692: 688: 684: 676: 673: 672: 671: 668: 665: 661: 658: 653: 650: 645: 642: 629: 626: 616: 613: 605: 602: 596: 593: 588: 585: 580: 577: 576: 575: 564: 551: 548: 542: 539: 538: 537: 526: 515: 500: 489: 468: 465: 461: 460: 452: 449: 446: 439: 431: 428: 417: 416: 413: 406: 387: 386: 368: 344: 343: 332: 317: 310:complex phrase 301: 298: 293: 292: 281: 270: 247: 244: 240: 239: 238: 237: 234: 231: 225: 210: 207: 202: 201: 198: 193: 190: 182: 179: 173: 170: 165: 162: 161: 160: 149: 127: 124: 122: 119: 109: 106: 102: 101: 97: 85: 77: 76: 73: 70: 67: 64: 61: 58: 54: 51: 38:Can We Link It 35: 34: 33: 15: 9: 6: 4: 3: 2: 1118: 1106: 1103: 1099: 1095: 1094: 1093: 1091: 1080: 1078: 1064: 1060: 1057: 1054: 1050: 1046: 1043: 1038: 1034: 1031: 1030: 1029: 1023: 1019: 1015: 1012: 1009: 1005: 1004: 1003: 992: 988: 985: 981: 978: 974: 971: 967: 963: 959: 955: 951: 947: 943: 939: 935: 931: 927: 924: 920: 919:Jazz musician 916: 912: 911:State capital 908: 904: 901: 897: 893: 889: 885: 881: 877: 872: 869: 865: 862: 858: 854: 850: 846: 845: 844: 832: 829: 826: 825: 824: 816: 814: 810: 806: 793: 790: 787: 784: 781: 778: 775: 772: 769: 766: 763: 760: 757: 754: 753: 752: 749: 747: 737: 733: 729: 727: 717: 709: 706: 702: 700: 696: 689: 685: 682: 681: 680: 669: 666: 662: 659: 656: 655: 649: 641: 639: 635: 625: 621: 612: 610: 601: 592: 584: 573: 569: 565: 562: 557: 556: 555: 547: 535: 531: 527: 525: 520: 516: 514: 512: 505: 501: 499: 494: 490: 488: 486: 482: 475: 471: 470: 464: 458: 453: 450: 447: 444: 440: 437: 436: 435: 427: 424: 422: 414: 412:, suggesting. 411: 408:Verbs - e.g. 407: 404: 400: 396: 392: 391: 390: 384: 380: 376: 372: 369: 366: 361: 357: 353: 352: 351: 349: 341: 337: 333: 330: 326: 322: 318: 315: 311: 307: 306: 305: 297: 290: 286: 282: 279: 275: 271: 268: 264: 260: 259: 258: 255: 252: 243: 235: 232: 229: 228: 226: 223: 222: 221: 218: 216: 206: 199: 197: 194: 191: 188: 187: 186: 178: 169: 158: 154: 150: 147: 143: 139: 138: 137: 134: 131: 118: 116: 105: 98: 94: 90: 86: 82: 81: 80: 74: 71: 68: 65: 62: 59: 55: 52: 49: 48: 47: 44: 39: 25: 19: 1097: 1086: 1074: 1052: 1036: 1027: 1021: 1017: 1007: 1001: 946:poverty line 842: 822: 802: 750: 743: 734: 730: 723: 715: 704: 703: 698: 697: 694: 678: 647: 637: 633: 631: 622: 618: 607: 598: 590: 582: 571: 553: 544: 529: 522: 518: 507: 503: 496: 492: 477: 473: 462: 433: 425: 418: 388: 383:on this list 347: 345: 325:North Sydney 303: 294: 284: 273: 262: 256: 253: 249: 241: 219: 212: 203: 184: 175: 167: 152: 141: 135: 132: 129: 111: 103: 96:same effect. 92: 88: 78: 45: 32: 24:User:LinkBot 1062:suggestion. 984:twenty-five 938:Los Angeles 868:North Shore 457:let me know 375:blue-collar 321:proper noun 185:4 reasons: 159:of the ALP. 84:Knowledge). 962:Task force 923:Court case 896:15 minutes 880:In and Out 534:Dbroadwell 395:restaurant 371:Adjectives 360:government 289:boundaries 285:boundaries 278:government 274:government 146:electorate 142:electorate 18:User:Nickj 1053:3.2 years 991:this page 977:Some More 934:St. Louis 876:They Live 528:Phase 5 ( 517:Phase 4 ( 502:Phase 3 ( 491:Phase 2 ( 472:Phase 1 ( 443:criticism 348:sometimes 283:Can link 272:Can link 261:Can link 151:Can link 140:Can link 1090:ragesoss 1077:dfrankow 930:New York 915:TV shows 892:Shift in 888:Code for 853:Far East 664:checked. 519:Complete 504:Complete 493:Complete 474:Complete 884:My Life 834:0.08%). 530:pending 373:- e.g. 365:fascism 338:- e.g. 336:acronym 323:- e.g. 312:- e.g. 57:dumps). 524:page). 1102:Nickj 1008:never 705:Note: 699:Note: 687:off). 634:never 410:to be 399:chair 356:fraud 340:NAFTA 267:local 263:local 115:Nickj 16:< 1037:huge 1018:from 953:up). 948:and 807:and 638:ever 632:No, 583:No. 566:The 483:and 481:good 379:blue 93:from 1105:(t) 940:). 521:): 506:): 495:): 485:bad 476:): 403:bed 334:An 1022:to 944:, 936:, 932:, 859:, 855:, 851:, 815:. 748:. 445:). 423:. 401:, 397:, 385:). 367:). 327:, 319:A 308:A 217:. 117:. 89:to 1055:. 993:. 986:. 979:. 902:. 874:" 870:. 863:. 794:. 788:. 782:. 776:. 770:. 764:. 758:. 563:. 479:( 459:. 405:. 26:)

Index

User:Nickj
User:LinkBot
Can We Link It
Nickj
electorate
Anthony Albanese

discussion of auto-linking
local
government
boundaries
complex phrase
There is no such thing as a free lunch
proper noun
North Sydney
Anthony Albanese
acronym
NAFTA
fraud
government
fascism
Adjectives
blue-collar
blue
on this list
restaurant
chair
bed
to be
the Knowledge style

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