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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Speech Recognition and Synthesis
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

749 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
749 works in the cohort · of 4,299,418page 1 of 15

Labels cover 1 of 749 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 749 of 749 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Acoustic Modeling Using Deep Belief Networks
Abdelrahman Mohamed, George E. Dahl, Geoffrey E. Hinton
2011· article· en· IEEE Transactions on Audio Speech and Language Processing· Computer Science
distilled prediction:candidate · noneconsensus · none
1,746
citations
affunlabeled
A Study of Interspeaker Variability in Speaker Verification
Patrick Kenny, Pierre Ouellet, Najim Dehak, V. Gupta, Pierre Dumouchel
2008· article· en· IEEE Transactions on Audio Speech and Language Processing· Computer Science
distilled prediction:candidate · noneconsensus · none
591
citations
affunlabeled
SpeechBrain: A General-Purpose Speech Toolkit
Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch +15 more
2021· preprint· en· arXiv (Cornell University)· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
513
citations
affno abstractunlabeled
Neural Probabilistic Language Models
Yoshua Bengio, Holger Schwenk, Jean-Sébastien Senécal, Fréderic Morin, Jean‐Luc Gauvain
2006· book-chapter· en· Studies in fuzziness and soft computing· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
491
citations
affunlabeled
Eigenvoice modeling with sparse training data
Patrick Kenny, Gilles Boulianne, Pierre Dumouchel
2005· article· en· IEEE Transactions on Speech and Audio Processing· Computer Science
distilled prediction:candidate · noneconsensus · none
472
citations
affno abstractunlabeled
Char2Wav: End-to-End Speech Synthesis
Jose Sotelo, Soroush Mehri, Kundan Kumar, João Felipe Santos, Kyle Kastner, Aaron Courville +1 more
2017· article· en· International Conference on Learning Representations· Computer Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
335
citations
affunlabeled
Speech Processing
Li Deng, Douglas O’Shaughnessy
2018· book· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
239
citations
affunlabeled
The reddots data collection for speaker recognition
Kong Aik Lee, Anthony Larcher, Guangsen Wang, Patrick Kenny, Niko Brümmer, David A. van Leeuwen +9 more
2015· article· en· Computer Science
distilled prediction:candidate · noneconsensus · none
138
citations
afffundunlabeled
End-to-end attention-based large vocabulary speech recognition
Dzmitry Bahdanau, Jan Chorowski, Dmitriy Serdyuk, Philémon Brakel, Yoshua Bengio
2016· preprint· en· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
124
citations
affunlabeled
Towards language independent acoustic modeling
Bill Byrne, Peter Beyerlein, Juan M. Huerta, Sanjeev Khudanpur, Bhaskara Marthi, John Morgan +4 more
2002· article· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
111
citations
affunlabeled
A Comparison of Discrete and Soft Speech Units for Improved Voice Conversion
Benjamin van Niekerk, Marc‐André Carbonneau, Julian Zaïdi, Matthew Baas, Hugo Seuté, Herman Kamper
2022· article· en· ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
107
citations

How this was built: Screen · Findings · About