原文地址:http://www-nlp.stanford.edu/links/statnlp.html
Statistical natural language processingand corpus-based computationallinguistics: An annotated list of resources
Contents








Tools
Machine Translation systems
Instructions
- Wonderful pages about how to download a bunch of tools and some dataand put themtogether to build a very competent baseline statistical MT system: NAACL 2006WMT or 2009 WMT.

Freely downloadable
- The most-used open-sourcephrase-based MT decoder. By Philip Koehn and many others.
- A Java phrase-based MT decoder, largely compatible with the core of Moses,with extra functionality for defining feature-rich ML models. By Daniel Cer, Michel Galley, Spence Green, and others.
- A Java hierarchical MT decoder, largely based on the design of Hiero.By Chris Callison-Burch and others.
- A phrase-based MT decoder by the U. Aachen group.
- A primarily SCFG-based MT decoder by Chris Dyer and many others. C++.
- System from 1999 JHU workshop. Mainly of historical interest.
- Franz Och. C++. GPL. Still often used for word alignment.
- Phrase-based model building kit
- An Open-Source Java Statistical Phrase-Based MT Decoder
- Andreas Zollmann and Ashish Venugopal










Free, but getting them requires hassle
- Philip Koehn, ISI.
- Machine Translation Tool Kit. Deng and Byrne.


Part of Speech Taggers
Freely downloadable
- Loglinear tagger in Java (by Kristina Toutanova)
- An HMM tagger with models available for English and Hungarian. Areimplementation of TnT (see below) in OCaml.pre-compiled models. Runs on Linux, Mac OS X, and Windows.
- Based on TiMBL
- A decision tree based tagger from the University of Stuttgart(Helmut Scmid). It'slanguage independent, but comes complete with parameter files forEnglish, German, Italian, Dutch, French, Old French, Spanish, Bulgarian,and Russian. (Linux, Sparc-Solaris, Windows, and Mac OS X versions.Binary distribution only.) Page has links to sites where you can run it online.
- POS Tagger based on SVMs (uses SVMlight). LGPL.
- Open source C taggers originally written by by Ingo Schröder.Implements maximum entropy, HMM trigram, andtransformation-based learning. C source available under GNU public license.
- Java POS tagger. A sentenceboundary detector (MXTERMINATOR) is also included. Original version wasonly JDK1.1; later version worked with JDK1.3+. Class files, not source.
- A fast and flexible implementation of Transformation-Based Learning in C++. Includes a POS tagger, but also NP chunkingand general chunking models.
- An implementation of a Transformation-based Learner (a la Brill),usable for POS tagging and other things by Torbjörn Lager. Webdemo also available. Prolog.
- SVM-based NP-chunker, also usable for POS tagging, NER, etc. C/C++open source. Won CoNLL 2000 shared task. (Less automatic than a specialized POStagger for an end user.)
- An HMM-based Java POS tagger from Birmingham U. (Oliver Mason).English and German parameter files. [Java class files, not source.]
- Currently available for MS-DOS only. But the decision to make thisfamous system available is very interesting from an historicalperspective, and for software sharing in academia more generally.LOB tag set.
- A symbolic tagger, written in C. It's no longer available from acanonical location, but you might find a version from the Wikipedia page or you could try a reimplementation suchas fnTBL.
- A common lisp HMM tagger available by ftp.
- Perl POS tagger by Maciej Ceglowski and Aaron Coburn. Version0.11. (A bigram HMM tagger.)















Free, but require registration
- The ISSCO tagger. HMM tagger. Need to register to download.
- Online registration.
- Trainable for various languages, comes with English and Germanpre-compiled models. Runs on Solaris and Linux.



Usable by email or on the web, but not distributed freely
- From ILK group, Catholic University Brabant (Jakub Zavrel/WalterDaelemans). Does Dutch, English, Spanish, Swedish, Slovene. Other MBLdemos are also available.
- Accepts only plain ASCII email message contents. The tagset used is similar to the Brown/LOB/Penn set.
- The UCREL CLAWS tagger is available for trial use on the web. (It'slimited to 300 words though -- this site is more of an advertisement forlicensing the real thing -- available as software for Suns or as a paidservice.) You can also find info on CLAWS tagsets,though that page doesn't seem to link to the C7 tagset.
- The AMALGAMProject also has various other useful resources, in particular a webguide to different tag sets in common use. The tagging is actuallydone by a (retrained) version of the Brill tagger (q.v.).
- Tags any of 14 languages (European and Arabic), online on the web.






Not free
-
Lingsoft in Finland has (symbolic)analysis tools for many European languages. More information can beobtained by emailing
info@lingsoft.fi
. Thereis an online demo. - Conexor in Finland hasdemonstrations of EngCG-style taggers and parsers, for English, Swedish,and Spanish.
- Xerox hasmorphological analyzers and taggers for many languages.There are demos of some of their tools on the web.More information can beobtained by contacting Daniella Russo.
- Infogistics, anEdinburgh spinoff has a tagging and NP/Verb group chunkeravailable commercially, including an evaluation version.




No longer available
- The Edinburgh Language Technology Group tagger and text tokenizer (andsentence splitter were binary-only Solaris tools which no longer seem tobe available.

NP chunking
Downloadable
- SVM-based NP-chunker, also usable for POS tagging, NER, etc. C/C++open source. WonCoNLL 2000 shared task. (Less automatic than a specialized POStagger for an end user.)
- A Java reimplementation of Ramshaw and Marcus (1995).
- A fast and flexible implementation of Transformation-Based Learning in C++. Includes a POS tagger, but also NP chunkingand general chunking models.



Generic sequence models
Downloadable
- Generic CRF-based model in C++. Open source. By the author of YamCha.
- Generic CRF-based sequence models in O-CaML. Open source. By BenWellner.
- A largesuite of language analyzers. Written in C++.Covers text preprocessing, morphology, NER, POS tagging, parsing.



Parsers
Information on available probabilistic parsers can be found on theFSNLP: probabilistic parsing links page.
Semantic Parsers
Downloadable
- PropBank semantic roles (and opinions, etc.) by Sameer Pradhan.
- FrameNet-based by Katrin Erk.
- A general package, but ithas particularly been used for SRL.



Named Entity Recognition
Downloadable
- A Java Conditional Random Field sequence model with trained modelsfor Named Entity Recognition. Java. GPL. By Jenny Finkel.
- Tools include statistical named-entity recognition, a heuristic sentenceboundary detector, and a heuristic within-document coreferenceresolution engine. Java. GPL. By Bob Carpenter, Breck Baldwin and co.
- SVM-based NP-chunker, also usable for POS tagging, NER, etc. C/C++open source. WonCoNLL 2000 shared task. (Less automatic than a specialized POStagger for an end user.)



Coreference (Anaphora) Resolution
Downloadable
- A Beautiful Anaphora Resolution Toolkit. Java. By YannickVersley and many others. Java. Apache with GPL components.
- Java. GPL.


Language modeling toolkits
Downloadable


Downloadable, but requires registration
- by Andreas Stolcke is another good system forbuilding language models, freely available for research purposes.

Not yet classified
- A package of tools for creating weighted finite-statetransducers (WFST) from high-level linguistic descriptions.Lextools binaries are available free for non-commercial useat: http://www.research.att.com/sw/tools/lextools/.Supported platforms are: linux (i686), sgi (mips2) and sun4.Lextools is built on top of, and requires, the AT&T WFSTtoolkit (version 3.6), available free for non-commercial usefrom: http://www.research.att.com/sw/tools/fsm/

Friendly concordancing and text analysis tools
- The thing to get if you are working in the Windows world.

Text summarization tools
- A public domain portable multi-document summarizationsystem. (Dragomir Radev and others.)


Other
Downloadable
- Tilburg's Memory Based Learner by Walter Daelemans et al. A generalnear-neighbour-based machine learning package, but optimized for statistical NLPapplications.
- Statistical sentence boundary detection by Dan Gillick.
- TIMEX2 standard taggers (site at Mitre).
- An open source Python package for NLP application development withtools such as tokenization, POS TAGGING and parsers by Ed Loper and Steven Bird.
- Ngram Statistics Package: Perl code that implements: Fisher's exact test, thelikelihood ratio, Pearson's chi squared test, the Dice Coefficient, and Mutual Information; Duluth Senseval-2 wordsense disambiguation systems; Senseval-1 data in Senseval-2format; various other WSD datasets in Senseval formats, andsemantic distances derived via WordNet.
- The main aim is a publically available speech recognitionsystem (alpha release available), but along the way there are alsotoolkits for discrete HMMs and statistical decision trees, andfor various aspects of signal processing.
- by Hugo WL ter Doest.
- A system (for Windows) for automatically learning the morphologicalforms of words in a corpus by John Goldsmith.
- Wordnet is available by ftp,compiled for a variety of machine types. For money, one can also get EuroWordNet for variousEuropean languages, an Italian/English/Spanish MultiWordNetand there's now a site for Global Wordnet.(See also Mappings between WordNet versions and Perl WordNet-Similarity module by Ted Pedersen, and WordNet Domains (coarse-grained sense topic classifications).)
- A wide-coverage tree-adjoining grammar written in a mixture of Cand Common Lisp. Also includes a large coverage morphologicalanalyzer. Now includes more tools such as TCL/Tk tree viewer.
- A collection of various tools including a simulated annealling program, apost-processor for English stemming for the Penn XTAG morphologysystem, Good-Turing smoothing software, general text processing tools,text statistics tools and bitext geometry tools (mainly written in Perl 5).
-
Constructing corpora and tools for processing multilingual corpora.Contact: Jean Veronis
veronis@univ-aix.fr
. Some stuffincluding a multilingual text editor is downloadable. MULTEXT EAST has parallel versionsof Orwell's 1984 available free (upon registration) for a numberof Central European languages. - Software from the Rainbow/Libbow software package that implementsseveral algorithms for text categorization, including naive Bayes,TF.IDF, and probabilistic algorithms. Accompanies Tom Mitchell's ML text.
- Text Data Mining API from Lehigh University.
- Japanese morphological analyzer. Descendent of JUMAN.
















Free, but require registration
- A workbench for full-text retrieval from large corpora (with a query language and corpus indexing). Includes the Corpus Query Processor (CQP) and xkwic.Available free for research groups (currently only as Solaris 1/2 or Linux binaries), on signing a license agreement.
- University of Sheffield's General Architecture for Text Engineering. Primarily an Information Extraction system.
- A workbench for the development of tagged corpora. Includes atagger based on Brill's TBL approach.
- SNoW is a learning program that can be used as a general purpose multi-class classifier and is specifically tailored for learning in the presence of a very large number of features. The learning architecture is a sparse network of linear units over a pre-defined or incrementally acquired feature space (Dan Roth).




Unsure
-
a finite-state transducer analysis system for English, French, andItalian that runs under NextStep. Contact:Max Silberztein
silberz@ladl.jussieu.fr

The PennToolspage collects information on a variety of NLP systems, many of which areavailable externally.
Corpora
Large collections aimed at the NLP community
-
Email:
ldc@ldc.upenn.edu
. Provides the largest range ofcorpora on CD-ROM. Cost ranges from cheap (e.g., ACL-DCI disk) to pricey.CDs can be purchased individually; institutions can become members andreceive discounts on CDs. There's an LDC Online service forsearches over the web (mainly intended for members, but there are samplersavailable). - Distribution agency is ELDA.Rapidly growing collection of materials in European languages.
-
Sells various corpora (includingBrown and London-Lund). Information on corpora on
the web, by sending themessage
help
tofileserv@nora.hd.uib.no
, by ftp tonora.hd.uib.no
.Also, manuals forthese corpora. - TELRI Research Archive of Computational Tools and Resource.Corpora, many multilingual, in European community languages. Small feefor joining in order to be able to get corpora (unless you havecontributed corpora).
-
Email:
lexical@nmsu.edu
. Focuses more on languageprocessing tools and lexicons, but does have some corpora. As of Feb 1996,you can get most of their stuff by anonymous ftp toclr.nmsu.edu
. Their catalog isavailable as a postscript file. -
Provides mainly literary texts. Has a bright new website. Email:
info@ota.ahds.ac.uk
.Most materials are available on the web or by anonymous ftp toota.ox.ac.uk
.Some require negotiations with the providers. - Sentence collections in MySQL database for 17 mainly European languages.
- A 100 million word corpus of British English. Youcan search it online from their simple webinterface or via View, a muchbetter interface by Mark Davies, and there is an index togenres by David Lee. And now, an XML edition.
- A 98 million word corpus, covering most of the majorEuropean languages, as well as Turkish, Japanese, Russian, Chinese, andMalay. Cheap. Need to sign a license agreement available at either theWWW site. Also available from the LDC.
- At the Department of English Language andLiterature at University College London. Includes the British part ofICE, the InternationalCorpus of English project. Now availabletagged, and parsed for function. 83,419 sentences. Includes ICECUP,dedicated retrieval software. Also, DiachronicCorpus of Present-Day Spoken English (800,000 words, tagged andparsed, half from ICE-GB and half from London-Lund).
- Million word collections of English from various world Englishes: ICE-NZ,ICE-HK, ICE-East Africa, etc. Severalof them are downloadable from this site.
- This link provides its own annotations.
- Promises a uniform query language for accessing corpora in all EUlanguages -- but isn't quite there yet.
- Rich video and transcripts.















Particular languages
English
English language corpora available from the sites above are not repeatedhere.
- The SUSANNE corpusand the CHRISTINEcorpus (SUSANNE markup of a speech corpus).
- A syntactically annotated corpus of the Middle English prosesamples in the Helsinki Corpus of Historical English, withadditions. 1.3 million words. $200.
- 2 million words from faculty and committee meetings and White Housepress conferences (50K work sample free on internet).







Chinese
English language corpora available from the sites above are not repeatedhere.
- By Tony McEnery and Richard Xiao. Distinguished by being a balancedcorpus, and freely available.

Multilingual
- A parallel corpus of EU documents across all member states. 8 million words or more in each of 20 languages.
- Monolingual written corpus data for 14 SouthAsian languages (Assamese, Bengali, Gujarati, Hindi, Kannada, Kashmiri,Malayalam, Marathi, Oriya, Punjabi, Sinhala, Tamil, Telegu and Urdu).Orthographically transcribed spoken data and parallelcorpus data for five South Asian languages (Bengali, Gujarati, Hindi,Punjabi and Urdu). In addition, the parallel corpus contains the Englishoriginals from which the translations stored in the corpus were derived.All data in the corpus is CES and Unicode compliant. The EMILLE corpustotals some 94 million words. Downloadable.
- An open source parallel corpus, aligned, in many languages, based onfree Linux etc. manuals.
- Also includes a good selection of links on Computer AssistedTranslation. (See also thecopyright page.)
- From the Laboratoirede Recherche Appliquée en Linguistique Informatique,Universite de Montréal
- Parallel text in all EU languages. (In particular try European legislation.)
- Parallel and other text in central and eastern european languages.







Bosnian
Czech
- Literature translations in Czech and English
- 100 million words of contemporary Czech.


French
- Various French literary works.
- 150 million word corpus of various genres of French. You have to be amember to use it (but membership is fairly cheap).


German
- Large (over a billion words!) online-searchable German and Austriancorpora. This is the publically available part of the 1.85billion word Mannheimer Corpus Collection
- Saarland University Syntactically Annotated Corpus of GermanNewspaper Texts. Available free of charge to academics. 20,000sentences, tagged, and with syntactic structures. Free for academic use.


Russian
- 150 million words, 5 million words POS-tagged, some in dependencytreebank.
- Various literary works.


Slovene
- 1 M words, free to download + on-line concordances.


Croatian
- 100 M words

Spanish and Portuguese
- Over a million words ofPortuguese from different historical periods, some of itmorphologically analyzed/tagged. Free.
- It's not clear what their availability is.
- Morphosyntactically tagged telecommunicationmanuals) is available by ftp.
- In total about 70 million words, available free, from varioussources (newswire, etc.)
- 4 annual CDROMs with full text.
- Portuguese-English parallel corpus. (In general, various resourcesat Linguateca site.








Swedish
- Has various searcable part of speechtagged Swedish corpora (Parole, Bank of Swedish, etc.), and somematerial in Zimbabwean languages.

Treebanks
Name | Language | Size | Availability | Comments |
---|---|---|---|---|
Penn Treebank | US English | 2 million + words | Available (distributed by LDC) | 1 million WSJ, 1 million speech, surface syntax (1970s TG) |
BLLIP WSJ corpus | US English | 30 million words | Available (distributed by LDC) | WSJ newswire. Automatically parsed, not hand checked. Same structure as Penn Treebank, except for some additional coreference marking |
ICE-GB | UK English | 1 million words (83,394 sentences) | Available; c. 500 pounds | British part of ICE, the International Corpus of English project. Tagged and parsedfor function. Half spoken material. |
Bulgarian Treebank | Bulgarian | n/a | POS-tagged texts and dependencies analyses are available (some are free on the web, others via a license agreement) | An under construction Bulgarian HPSG treebank. |
Penn Chinese Treebank | Chinese | 100,000 words | Available (LDC) | Based on Xinhua news articles. 1980s-style GB syntax. |
The Prague DependencyTreebank 1.0 | Czech | 500,000 words | Free on completion of license agreement (available through LDC). | Analyzed at thelevels of parts of speech, syntactic functions (and, in the future,semantic roles) level in a dependency framework. Text from newspapers and weekly magazines. |
Danish Dependency Treebank 1.0 | Danish | 100,000 words | Available free under the GPL. | Built on a portion of the Parole corpus. |
Alpino Dependency Treebank | Dutch | 150,000 words | Freely downloadable | Assorted subcorpora. By far the largest isthe full cdbl (newspaper) part of the Eindhoven corpus. |
NEGRA Corpus | German | 20,000 sentences | Available free of charge to academics on completion of license agreement. | Saarland University Syntactically Annotated Corpus of German Newspaper Texts. Tagged, and with syntactic structures. |
TIGER corpus | German | 700,000 words | Available free of charge for research purposes on completion of license agreement. | German newspaper text (FrankfurterRundschau). Semi-automatically parsed.They also have a good treebank search tool, TIGERSearch. |
Icelandic Parsed Historical Corpus (IcePaHC) | Icelandic | 1,000,000 words | Free download (LGPL) | Texts from 1150 through 2008! |
TUT:Turin University Treebank | Italian | 2,400 sentences | Free download. | Morhpological analysis and dependency analysis. Penn Treebank translation.Civil law and newspaper texts. |
Floresta Sintá(c)tica | Portuguese | 168,000 words hand-corrected; 1,000,000 words automatically parsed | Hand corrected part is free web download; automatically parsed part available through email contact | Text from CETEMPúblicocorpus. Phrase structure and dependency representations. Available in several formats, including Penn Treebank format. |
Talbanken05 | Swedish | 300,000 words | Free download | Resurrects and modernizes an early treebank from the 1970s. |
- Deriving Linguistic Resources from Treebanks.





Treebanks
CSTBank:Cross-document Structure Theory: marking sentence functionalrelationships across related documents.
Resources for Word Sense Disambiguation
- Has acomprehensive selection of resources for WSD, including a good list of WSD data resources, but not yet the new SEMCOR.
- Includes various WSD systems.
- Open source package for unsupervised discovery of word senses by clusteringtogether instances of a word (or words) that are used in similar contexts in raw text, supporting a wide range of clustering techniques based on both context vectors and similarity matrices, and including links toSVDPACKC and CLUTO. Ted Pedersen and Amruta Purandare.
- Judgments on how similar the meanings of synsets are and how commonthey are in the BNC from Jordan Boyd-Graber.




Literature
There are now quite large collections of online literature, available invarious languages (though the majority are in English, of course). Beloware pointers to some of the main collections:
Entirely or mainly English
- Seems to have one of the largest collection. Searching and browsingfacilities through gopher menus. Many languages.
- Extensive and good quality. Still in the gopher age, though.
- The index here only covers books in English, but there are lots oflinks to other collections of material in all languages.
- The oldest and largest project to get out of copyright literatureonline, freely available. (Or see the mirror, Sailor's ProjectGutenberg site.)
- Large collection of SGML text, mainly in English, but also in othermajor languages.
- Princeton/Rutgers collaboration. They didn't have it together withtheir web site when I stopped by, but they may soon.
- Available fromOxford University Press, 200 Madison Ave, NY, NY 10016 212-679-7300.The Complete Works of Jane Austen is $95.00, and is reviewed in Computers and the Humanities, 28:4-5 (Aug/Oct, 1994), 317-321.
- From University of Woverhampton (R. Mitkov, C. Barbu et al.).








Acquisition data
- Database of child language transcriptions in English and many otherlanguages. Texts are also available by ftp. Certainusage requirements. Manuals and programs for accessing the data (theCLAN concordancer) are also available online. Now in Unicode XML.

SGML/XML
- This is a wonderful compendium of information on SGML and XML, including information onthe Text Encoding Initiative (TEI). This document is also a guide tomany text collections (ones using SGML).
- XML Aware Indexing and Retrieval Application. The successor of SARA.
- An SGML instance designed for language engineering applications.Also the XML version.






Dictionaries
Dictionaries of subcategorization frames
The following dictionaries all list surface subcategorization frames (eachwith a different annotation scheme). They are also all available inelectronic form from the publishers (not free).
- Collins Cobuild English Language Dictionary. London: Collins, 1987.The COBUILD web sitelets you search their Bank of English corpus (but you need to pay to getmore than a trial.
- Longman Dictionary of Contemporary English. Burnt Mill, Essex:Longman, 1978.
- Oxford Advanced Learner's Dictionary of Current English. Oxford:Oxford University Press, Fourth Edition, 1989. The third edition also hadinformation on subcategorization frames, although in a differentincompatible format. However, a partial version ofthe third edition (with this information) is available free onlinefrom the Oxford Text Archive.



Not exactly a dictionary, but other popular sources are:
- Beth Levin. 1993. English Verb Classes and Alternations: A PreliminaryInvestigation. Chicago. Discusses linguistic distinctions (likeunergative/unaccusative verbs, dative shift, etc., not made by the abovedictionaries). Theindex of verbs is online.
- Gold standard data, from Cambridge University (Anna Korhonen)


See also COMLEX and CELEX available from the LDC.
Dictionaries of assorted languages on the web

Names
U.S. names with frequency information, are available from the Census Bureau.
SGML structured dictionaries

Lexical/morphological resources
- Dictionary entries and tagged examples for 35 words.
- Lexicons and morphological analysis for Spanish. There is a freeProlog demonstrator, but the real lexicons and C/C++ access tools cost money.


Courses, Syllabi, and other EducationalResources
"Techie"
- Some information about, and sample chapters from, ChristopherManning and Hinrich Schütze's new textbook, published in June 1999by MIT Press. Read about courses using this book.
- Christopher Manning's Fall 1994 CMU course syllabus (a postscript file).
- Christopher Manning's Spring 1996 CMU course materials.
- A good course and web site, by the looks!
- By Chris Brew and Marc Moens.
- By Joakim Nivre. Elsnet suported.
- By Philip Resnik
- By AlonItai, Technion Computer Science Department. (Don't read those olddrafts of mine though ... get the real thing!)
- Eugene Charniak, Brown University.













"Corpus Linguistics"
- Powerpoint slides in an interesting mixture of English andPortuguese (plus the rest of his homepage!)
- Notes prepared by Phil Benson, Hong Kong University.
- Discussion of all the measures that have been used, and software forcalculating them. By Evert and Krenn.




Mailing lists
Mailing lists that have information on these topics include:
-
The main mailing list for info on corpus-based linguistics. Subscribe by sending the message:
subscribe corpora
listserv@uib.no
. Or if you want to subscribe with a differentemail address, send:subscribe corpora email-address
-
The empiricist list appears to be defunct now. You used to send a"subscribe" message to
empiricists-request@unagi.cis.upenn.edu
.


Other stuff on the Web
General resources
- Including: TREC, TIDES, ACE, ....
- Tons of resources (tutorialis, bibliographies, and software) fordocument summarization, maintained by Dragomir Radev.
- European site aiming to increase transfer of language technologies to the commercial market. News, etc.
- A description of formats for linguistic annotation by Steven Bird.
- Lists text analysis tools, corpora, and other stuff.
- Lots of teaching material, links, and online corpora.
- A good well organized list of CL references, concentrating oncorpus-based and statistical NLP methods. See also Softwaretools for NLP.
- European Human Language Technology site
- Lots of neat info.
- European standards organization.
- Not much there last time I looked; you might also try his home page.
- Many of the questions in the concern issuesrelated to corpora and tagging.
- Qualitative Text Analysis, Concordances, etc.
- Lots of papers, etc.





















Information Retrieval





Information Extraction/Wrapper Induction
- Updated versions (i.e., now well-formed XML) of classic IE data sets:Seminar Announcements and Corporate Acquisitions.









People's homepages
Home pages with something useful on them.
- Various stuff on statistical MT and maximum entropy models
- Provides a lot of info on the kinds of things they get up to at UCL,without actually giving you anything to play with yourself.




Societies/Journals
- Not very hip.
- Hipper

