Having looked at several pages there, socks don't seem much of a problem. Either it would take several very old "high-trusted" socks to edit or many many new socks to get an article to slight orange/white levels. It takes a good 5-7 edits of mainly average users to get out of deep orange into near white.

What does bother me just a little is that all kinds minor grammar/spelling fixing, tagging, categorizing, ect...edits seem to be made for articles. Actually, when I wrote a JS regexp based history stats tool,  I noticed this a while ago. Some random IP/new users adds a chuck of text or starts and article, then some users and bots make from 5-10 really minor edits (style/category/tagging stuff), and then occasionally some actual content edits are made. The Article Trust code keeps bumping up the trust for pages. Looking at sample pages there, it doesn't appear to be enough to get vandalism to near-white, which is good. My only worry is the trollish user that adds POV-vandalism and subtle vandalism (switching dates) will have it's trust get too because bunch of users make maintenance edits afterwards. Much of our main user base just does maintenance, so they tend to have high "reputation" trust and make many such edits.

I think what would help, behind excluding bots (which is really a no-brainer in my opinion) is to add some heuristics that devalue the trust increase if someone is just make very small edits to the upper or lower extremities of a page. This would catch a lot of tag/category/interwiki link maintenance and stop it from bumping the trust to much in the page's middle.

Still it is pretty good at picking up on the garbage, so it looks promising. I'd be interesting in knowing what would happen if the newest revision with all 7+ trust was marked as a stable version for each page. Would that be good enough to pretty much be vandal-free?

-Aaron Schulz


Date: Wed, 19 Dec 2007 19:44:14 -0800
From: luca@dealfaro.org
To: wikiquality-l@lists.wikimedia.org
Subject: Re: [Wikiquality-l] Wikipedia colored according to trust

Daniel is making some very good points.

Our current algorithm is vulnerable to two kinds of attacks:
We think we know how to fix or at least mitigate both problems.  This is why I say that a "real-time" system that colors revisions as they are made is a couple of months (I hope) away.  The challenge is not so much to reorganize the code to work from wikipedia dumps to real-time edits.  The challenge for us is to analyze, implement, and quantify the performance of versions of the algorithms that are resistant to attack.  For those of you who have checked our papers, you would have seen that not only we propose algorithms, but we do extensive performance studies on how good the algorithms are.  We will want to do the same for the algorithms  for fighting sock puppets.

About the proposal by Daniel: time alone does not cover our full set of concerns.
I can every day use identity A to erase some good text, and identity B to put it back in. Then, the reputation of B would grow a bit every day, even though B did not do much effort.
We are thinking of some other solutions... but please forgive us for keeping this to ourselves a little bit longer... we would like to have a chance to do a full study before shooting our mouths off...

Luca

On Dec 19, 2007 6:05 PM, Daniel Arnold <arnomane@gmx.de> wrote:
Hello Luca,

>    1. The trust coloring rightly colored orange (low-trust) some
>    unreliable content,

Yes I was lost in translation. ;-)

>    2. and the Wikipedia people were quick in reverting it.

Yes.

> Note that we also highlight as low trust text that is by anonymous
> contributors. The text will then gain trust as it is revised.

One possible weakness came into my mind after I also read your paper. Your
algorithm is perhapes a bit vulnerable to "sock puppets". Imagine person A
with one account and person B with two accounts. Both have a medium
reputation value for their accounts. User A edits an article with his account
4 times. All 4 subsequent edits are taken together and the article has a
maximum trust value according to the user's reputation. User B makes as well
4 edits to an article but switches between his accounts and thus "reviews"
his own edits. If I understand your algorithm correctly the sock puppeted
article is trusted more than the other one.

Quite some time ago I reflected how to avoid incentives for sock puppets in
karma systems without even knowing which accounts are sock puppets:
http://meta.wikimedia.org/wiki/Meritokratischer_Review (sadly in German ;-).
The system described there differs from your approach but the idea on how to
avoid incentives for sock puppets without even knowing who a sock puppet is
could perhapes adapted to your system.

The basic idea for a sock puppet proof metric is is that a person has only a
limited amount of time for editing (I don't consider bots cause they are
easily detectable by humans). A single person needs the same time for e.g. 4
edits (in the following I assume each edit has the same length in bytes)
regardless how much accounts are used but two different people with each 2
edits only need half of the (imaginary) time (you don't need to measure any
time untits at all).

So the maximum possible reliability person B can apply to the article with its
two accounts (let us say each acount has 2 edits = 4 total edits) has to be
the same as the one which is possible with person A's single account (4
edits). So in general two accounts with each X edits should never be able to
add more trust to an article than one person with 2*X edits (note: edit count
number is only for illustration, you can take another appropriate
contribution unit).

> About 2, I am very glad that bad edits are quickly reverted; this is the
> whole reason Wikipedia has worked up to now.
> Still, it might be easier for editors to find content to check via the
> coloring, rather than by staring at diffs.

That's certainly true for articles not on your watchlist (or bad edits that
were forgotten and are still the latest version).

>   - Finding when flagged revisions are out of date (there may be a new
>   high-trust version later)

Well as I said I'd love to see flagged revisions and your system combined (in
a way described by my previous mail). An automated system probably always has
some weaknesses some clever people can abuse but it is very fast, while a
hand crafted system depends on the speed of individual persons but is much
harder to fool.

> BTW, as the method is language-independent, we look forward to doing the
> same for wikipedias in other languages.

Good to know. :-)

Arnomane

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