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Record W2008418270 · doi:10.1145/1182553.1182565

WWCA 2006 abstracts

2006· article· en· W2008418270 on OpenAlexaboutno aff
Ilias Kotsireas, Eugene A. Zima

Bibliographic record

VenueACM communications in computer algebra · 2006
Typearticle
Languageen
FieldComputer Science
TopicAdvanced Algebra and Logic
Canadian institutionsnot available
Fundersnot available
KeywordsGeorge (robot)Library scienceChinaState (computer science)SociologyPolitical scienceArt historyHistoryLawMathematicsComputer scienceAlgorithm

Abstract

fetched live from OpenAlex

The Waterloo Workshop on Computer Algebra (WWCA 2006) http://www.cargo.wlu.ca/wwca/ was held April 10 - 12, 2006 at Wilfrid Laurier University in Waterloo, Canada. The workshop was intended to provide a forum for researchers and practitioners in the area of computer algebra. The workshop was devoted to the 60th birthday of Sergei Abramov (Dorodnicyn Computing Centre, Russian Academy of Sciences, Moscow, Russia) whose influential contributions to symbolic methods are highly acknowledged and adopted by many Computer Algebra systems. The invited speakers were•Moulay Barkatou, University of Limoges, France•Jacques Carette, McMaster University, Canada•Jürgen Gerhard, Maplesoft, Canada•Gaston Gonnet, ETH Zurich, Switzerland•Kevin Hare, University of Waterloo, Canada•Claude-Pierre Jeannerod, INRIA Rhône-Alpes, France•Askold Khovanskii, University of Toronto, Canada•George Labahn, University of Waterloo, Canada•Ziming Li, Academy of Mathematics and System Sciences, China•Luc Rebillard, France•Bruno Salvy, INRIA Rocquencourt, France•Arne Storjohann, University of Waterloo, Canada•Serguei Tsarev, Krasnoyarsk State Pedagogical University, Russia•Mark van Hoeij, Florida State University, USA•Stephen Watt, University of Western Ontario, Canada•Thomas Wolf, Brock University, Canada•Doron Zeilberger, Rutgers University, USA

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.423
Threshold uncertainty score0.603

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0030.001
Scholarly communication0.0110.005
Open science0.0030.004
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.5770.463

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.027
GPT teacher head0.283
Teacher spread0.255 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2006
Admission routes1
Has abstractyes

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Same venueACM communications in computer algebraSame topicAdvanced Algebra and LogicFrench-language works237,207