05 July 2009

Small changes beget good or bad examples?

If you compare vision research with NLP research, there are a lot of interesting parallels. Like we both like linear models. And conditional random fields. And our problems are a lot harder than binary classification. And there are standard data sets that we've been evaluating on for decades and continue to evaluate on (I'm channeling Bob here :P).

But there's one thing that happens, the difference of which is so striking, that I'd like to call it to center stage. It has to do with "messing with our inputs."

I'll spend a bit more time describing the vision approach, since it's probably less familiar to the average reader. Suppose I'm trying to handwriting recognition to identify digits from zero to nine (aka MNIST). I get, say, 100 labeled zeros, 100 labeled ones, 100 labeled twos and so on. So a total of 1000 data points. I can train any off the shelf classifier based on pixel level features and get some reasonable performance (maybe 80s-90s, depending).

Now, I want to insert knowledge. The knowledge that I want to insert is some notion of invariance. I.e., if I take an image of a zero and translate it left a little bit, it's still a zero. Or up a little bit. Of if I scale it up 10%, it's still a zero. Or down 10%. Or if I rotate it five degrees. Or negative five. All zeros. Same hold for all the other digits.

One way to insert this knowledge is to muck with the learning algorithm. That's too complicated for me: I want something simpler. So what I'll do is take my 100 zeros and 100 ones and so on and just manipulate them a bit. That is, I'll sample a random zero, and apply some small random transformations to it, and call it another labeled example, also a zero. Now I have 100,000 training points. I train my off the shelf classifier based on pixel level features and get 99% accuracy or more. The same trick works for other vision problem (eg., recognizing animals). (This process is so common that it's actually described in Chris Bishop's new-ish PRML book!)

This is what I mean by small changes (to the input) begetting good example. A slightly transformed zero is still a zero.

Of course, you have to be careful. If you rotate a six by 180 degrees, you get a nine. If you rotate a cat by 180 degrees, you get an unhappy cat. More seriously, if you're brave, you might start looking at a class of transformations called diffeomorphisms, which are fairly popular around here. These are nice because of their nice mathematical properties, but un-nice because they can be slightly too flexible for certain problems.

Now, let's go over to NLP land. Do we ever futz with our inputs?

Sure!

In language modeling, we'll sometimes permute words or replace one word with another to get a negative example. Noah Smith futzed with his inputs in contrastive estimation to produce negative examples by swapping adjacent words, or deleting words.

In fact, try as I might, I cannot think of a single case in NLP where we make small changes to an input to get another good input: we always do it to get a bad input!

In a sense, this means that one thing that vision people have that we don't have is a notion of semantics preserving transformations. Sure, linguists (especially those from that C-guy) study transformations. And there's a vague sense that work in paraphrasing leads to transformations that maintain semantic equivalence. But the thing is that we really don't know any transformations that preserve semantics. Moreover, some transformations that seem benign (eg., passivization) actually are not: one of my favorite papers at NAACL this year by Greene and Resnik showed that syntactic structure affects sentiment (well, them, drawing on a lot of psycholinguistics work)!

I don't have a significant point to this story other than it's kind of weird. I mentioned this to some people at ICML and got a reaction that replacing words with synonyms should be fine. I remember doing this in high school, when word processors first started coming with thesauri packed in. The result seemed to be that if I actually knew the word I was plugging in, life was fine... but if not, it was usually a bad replacement. So this seems like something of a mixed bag: depending on how liberal you are with defining "synonym" you might be okay do this, but you might also not be.

174 comments:

Peter Turney said...

I replace words with synonyms to generate more positive examples in Similarity of semantic relations. I use two steps of filtering to remove bad positive examples that this replacement can introduce.

Chris said...

In MT, there are a couple of marginal examples of futzing with the input to produce positive training examples. When you're translating, for example, from Chinese to English, where the source segmentation is not given, it is not unheard of to use two different segmentations (say, word-based and character-based). There was also a workshop paper (WMT08 maybe?) from CMU maybe? on using alignments computed over alternative segmentations to improve word alignment of a particular segmentation.

Jenny said...

david vickrey's SRL work is all about transforming (specifically, simplifying) sentences in ways that preserve (the relevant) semantics and training an SRL system over the simplified sentences:

D. Vickrey and D. Koller. Sentence Simplification for Semantic Role Labeling. ACL 2008.

http://www.stanford.edu/~dvickrey/underlying.pdf

FranBon said...

We paraphrased MT training data using a deep (HPSG-based) grammar to produce more positive training examples and it worked fairly well. Other people have done it before us (cited in the paper).

The problem is that paraphrasing itself is as hard a problem as MT, so there is no guarantee that this should help. We are taking advantage of the fact that there are often better monolingual resources available than bilingual.

Bond, Francis, Eric Nichols, Darren Scott Appling, Michael Paul (2008) "Improving Statistical Machine Translation by Paraphrasing the Training Data", In IWSLT-2008.

http://web.mysites.ntu.edu.sg/fcbond/open/pubs/2008-iwslt-smt-para.pdf

Brendan said...

Images and sound are pretty low-level; language at the text level (characters, words) is comparatively high-level. As such, it's very easy to come up with random perturbations to image or sound that preserve their meaning. But random futzing with text isn't very safe. Add or delete random characters? Words? Sentences? It's research problem just to know what futzings are meaning-preserving...

Thomas said...

The difference between NLP and for example vision is that NLP is treating discrete tokens, whereas in vision images commonly consist of `continuous' pixel values, neighborhoods are clearly defined, and thus you can wiggle them around.

The same treatment (i.e. creating new samples by random perturbations) is also done in speech recognition, where the input also consists of continuous data.

Yisong said...

In terms of input, a fundamental difference between the two is that word representations already encode significant information, whereas pixels do not. In particular, humans can "think" or reason in terms of words; we do not do the same with pixels. Instead we reason in terms of higher order concepts such as shapes, which can be represented by many different, but similar, pixel representations.

One somewhat related idea in IR is pseudo-relevance feedback. It's a very hands-on approach. Suppose a user issues a very short query to a search engine. The user has some information need that's related to what's available in the indexed corpus. One way to get at this information is to first run the original query through our search engine, collect the top K results, and finally take the important words of the top K results as a new query to issue to the search engine. This is basically a smoothing heuristic. The idea is that the information need of the user can be "equivalently" represented using different bags of words (at least given the current level of sophistication of modern search engines).

anoop said...

I'm not sure if these are small changes (and the implementation is certainly harder than adding translation and scaling in images) but Chris Callison Burch has done work on paraphrasing for MT.

Also Graeme Hirst has done interesting work on lexical choice and near-synonymy.

Yuval said...

Maybe someone could define a distance measure for synonyms (something like a KL-divergence of neighbor distributions?) and then perturb the examples using "near" synonyms. Or has anybody done this already?

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DesiLinguist said...

As other people have already mentioned, paraphrasing has been used to futz with the inputs for the various components in MT pipeline: paraphrasing to create new training data and paraphrasing to increase the coverage for a test set. My work is part of the same group and uses sentence-level paraphrasing to create additional inputs for the MERT level of the MT pipeline, i.e., toimprove the tuning the decoder feature weights. And the neat thing is that the sentence-level English paraphraser is built by using nothing more than what you already have for the MT system (by extending CCB's idea)

Are Multiple Reference Translations Necessary? Investigating the Value of Paraphrased Reference Translations in Parameter Optimization. AMTA'08
http://www.umiacs.umd.edu/~nmadnani/pdf/paraphrase-amta08.pdf

Using Paraphrases for Parameter Tuning in Statistical Machine Translation. WMT'07.
http://www.umiacs.umd.edu/~nmadnani/pdf/paraphrase-wmt07.pdf

Yoav said...

While not "futzing with the data" per-se, I do have some positive experience with using data to automatically generate positive training samples for an NLP task.

Specifically, for the task of identifying transliterated foreign words (in Hebrew), I got pretty decent results by starting with the CMU-pronunciation dictionary and an English corpus, and generating many possible transliterations for each of the English words based on its pronunciation and some simple and ambiguous phoneme transliteration rules. The vast majority of the generated transliterations would not have been accepted as valid by a human reader, but were quite adequate for training a statistical model to recognize other transliterated words.

(http://www.cs.bgu.ac.il/~yoavg/publications/ForeignWordsArtCameraReady.pdf)

Kiri said...

Interesting observation. I wonder if part of the difference, though, arises from the granularity at which you're working. If you have a classification problem in which the universe of images consists of only ten distinct item-types (digits 0 through 9), then there's a lot of room for perturbation and invariance. In the NLP world, this would be like classifying sentences into simple declarations, compound statements, interrogatives, and exclamations; at that level, even in language there is a lot of room for (valid) permutation that wouldn't affect the class of the object. (Sentiment classification might be another such example.) But for parsing or machine translation or automatic summary generation or question answering, the distinctions being made seem to be at a much finer level -- where there would be less room for any valid (or meaningful?) perturbations. These problems are perhaps more akin to digit classification in which the font, weight, and point size all matter. The more details you care about, the fewer invariant transformations exist.

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