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  2. 5 Jan 2010: Why we like HMMs - example broadcast news/conversation results. System WER (%)BN BC Avg. ... Sinha, and S.E. Tranter, “Progress in the CU-HTK Broadcast News. transcription system,” IEEE Transactions Audio, Speech and Language Processing, 2006.
  3. SPOKEN DOCUMENT RETRIEVAL FOR TREC-8 AT CAMBRIDGE UNIVERSITY S.E. ...

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_trec8.pdf
    10 Apr 2000: The HMMs were trained using 146 hours of broadcast news au-dio running up to 31st January 1998, supplied by the LDC andused for the 1998 Hub-4 task. ... The first model was built using 190 million wordsof broadcast news text, covering 1992-1996 (supplied
  4. tech.dvi

    mi.eng.cam.ac.uk/~sjy/papers/bghk13.pdf
    20 Feb 2018: likelihood. Otherclassifiers such as SVMs [13] and MLPs [14] have also been used.This classification approach has been used successfully in LVCSRtasks such as meetings [15, 14, 16] and broadcast news ... 17] J.L. Gauvain, L. Lamel, and G. Adda,
  5. sig-004.dvi

    mi.eng.cam.ac.uk/~sjy/papers/gayo07.pdf
    20 Feb 2018: The reviewconcludes with a case study of LVCSR for Broadcast News andConversation transcription in order to illustrate the techniquesdescribed. ... Much of this development was driven by a series of DARPAand NSA programmes [188] which set ever more
  6. Precision Matrix Modelling for LVCSR K.C. Sim & M.J.F. ...

    mi.eng.cam.ac.uk/research/projects/EARS/pubs/sim_sttmay04.pdf
    27 May 2004: Broadcast News – English (BN):– Training dataset: bnac (144hr)– Test dataset: dev03 (3hr) & eval03 (3hr). • ... SPAM for CTS;– HLDASPAM for Broadcast News. • Candidate system combination branch for BN and CTS;. •
  7. 5 Apr 2016: English Broadcast News (BN) transcription task.Two distinct sets of test data are examined. ... The proposed approachesare evaluated on the utterance-level unsupervised adaptation of alarge vocabulary continuous English broadcast news transcriptiontask.
  8. LARGE VOCABULARY DECODING AND CONFIDENCE ESTIMATIONUSING WORD…

    mi.eng.cam.ac.uk/reports/svr-ftp/evermann_icassp00.pdf
    5 May 2000: It is also interesting tonote that the improvement is consistent over the varioustypes of data found in broadcast news. ... Johnson, T.R. Niesler,A. Tuerk, E.W.D. Whittaker, and S.J. Young. The1997 HTK Broadcast News Transcription System.
  9. Explicitly Generating Complementary Systems for Large…

    mi.eng.cam.ac.uk/~mjfg/breslin_INTER06.pdf
    22 Nov 2006: This algorithm is described in detail in the next section,followed by preliminary results on a Broadcast News Mandarinsystem, before conclusions are drawn. ... 3. Experimental ResultsExperiments were performed on a Broadcast News Mandarin task.The
  10. SPOKEN DOCUMENT RETRIEVAL FOR TREC-7 AT CAMBRIDGE UNIVERSITY S.E. ...

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_trec7.pdf
    8 Mar 2000: This system gave a word error rate of 16.2% in the1997 DARPA Hub4 broadcast news evaluation. ... Proc. DARPA Broadcast News Transcrip-tion and Understanding Workshop, pp. 133-137, Feb. 1998.
  11. Class-based language model adaptation using mixtures ofword-class…

    mi.eng.cam.ac.uk/reports/svr-ftp/moore_icslp00.pdf
    2 Nov 2000: 2 Finding the TopicsA mixture of broadcast news and newswire text was usedas training data for the topic model, with 144 million wordsof Broadcast News text and 25 million words of ... 3 Building a Language ModelA word 4-gram language model was built
  12. sig-004.dvi

    mi.eng.cam.ac.uk/~mjfg/mjfg_NOW.pdf
    19 Mar 2008: The reviewconcludes with a case study of LVCSR for Broadcast News andConversation transcription in order to illustrate the techniquesdescribed. ... Much of this development was driven by a series of DARPAand NSA programmes [188] which set ever more
  13. poyosp08

    mi.eng.cam.ac.uk/~sjy/papers/dpyo08.pdf
    20 Feb 2018: Gales, D. Mrva, K.C. Sim and P.C. Woodland, “Development of. the CU-HTK 2004 Broadcast News Transcription.
  14. 22 Nov 2006: Discriminative training of precision matrices was evaluatedon an English conversational telephone speech (CTS) task,which consists of multi-speaker spontaneous telephone conver-sational speech, and an English broadcast news (BN) task, ... 1.1% and
  15. The Cambridge University Multimedia DocumentRetrievalDemoSystem…

    mi.eng.cam.ac.uk/reports/svr-ftp/tuerk_riao00demo.pdf
    20 Apr 2000: Also a windowing systemis beingdevelopedthatallows automaticcontentdependentsegmentationof news broadcasts. Acknowledgements. This work is in partfundedby anEPSRCgrantreferenceGR/L49611. ... In Proc. DARPA Broadcast News Workshop,
  16. Online publications for Dan Povey

    mi.eng.cam.ac.uk/reports/people/dp10006.html
    27 Jul 2020: Contact:Title THE 1998 HTK BROADCAST NEWS TRANSCRIPTION SYSTEM: DEVELOPMENT AND RESULTS.
  17. Abstract for tranter_icassp05

    mi.eng.cam.ac.uk/reports/abstracts/tranter_icassp05.html
    27 Jul 2020: Results are presented on the 6-show RT-03 Broadcast News evaluation data, showing the DER can be reduced by 1.64% and 2.56% absolute using this method when combining
  18. Abstract for tomalin_rt04

    mi.eng.cam.ac.uk/reports/abstracts/tomalin_rt04.html
    27 Jul 2020: Broadcast News Slash Unit Boundary Detection task.
  19. The CUHTK-Entropic 10xRT Broadcast News Transcription System

    mi.eng.cam.ac.uk/reports/full_html/odell_darpa99.html/
    1 Mar 2000: The CUHTK-Entropic 10xRT Broadcast News Transcription System. J.J. Odell , P.C. ... ABSTRACT. This paper describes the development of the CUHTK-Entropic 10xRT Broadcast News Transcription System.
  20. Abstract for woodland_darpa97

    mi.eng.cam.ac.uk/reports/abstracts/speech/woodland_darpa97.html
    27 Jul 2020: THE DEVELOPMENT OF THE 1996 HTK BROADCAST NEWS TRANSCRIPTION SYSTEM. P.C. ... Woodland, M.J.F. Gales, D. Pye & S.J. Young. April 1997. This paper describes our efforts in extending a large vocabulary speech recognition system to handle broadcast news
  21. Abstract for kim_icslp04

    mi.eng.cam.ac.uk/reports/abstracts/kim_icslp04.html
    27 Jul 2020: Abstract for kim_icslp04. Proc. ICSLP 2004, Jeju, South Korea. USING VTLN FOR BROADCAST NEWS TRANSCRIPTION.
  22. Abstract for sim_icassp2005

    mi.eng.cam.ac.uk/reports/abstracts/sim_icassp2005.html
    27 Jul 2020: Experimental results are presented based on the MPE trained Subspace for Precision and Mean models, evaluated on both broadcast news and conversational telephone speech English tasks. |
  23. Abstract for tomalin_icassp05

    mi.eng.cam.ac.uk/reports/abstracts/tomalin_icassp05.html
    27 Jul 2020: Evaluations are conducted in both broadcast news and spontaneous telephone conversations, using human transcriptions and speech recognition output. |
  24. paper.dvi

    mi.eng.cam.ac.uk/~mjfg/liao_ICASSP07.pdf
    15 Aug 2007: Experiments are conductedon theResource Management and Broadcast News corpora. Index Terms— Speech recognition, Robustness. ... 4. EXPERIMENTS. A simplified Broadcast News system based on the 2003 CU-HTKsystem [11] was evaluated.
  25. Online publications for Dr. Mark Gales

    mi.eng.cam.ac.uk/reports/people/mjfg.html
    27 Jul 2020: Contact:Title DEVELOPMENT OF THE CU-HTK 2004 BROADCAST NEWS TRANSCRIPTION SYSTEMS. Abstract: kim_icassp05. ... Contact:Title THE DEVELOPMENT OF THE 1996 HTK BROADCAST NEWS TRANSCRIPTION SYSTEM.
  26. Abstract for liu_icassp2005

    mi.eng.cam.ac.uk/reports/abstracts/liu_icassp2005.html
    27 Jul 2020: Experimental results are presented on both broadcast news (BN) and conversational telephone speech (CTS) transcription tasks. |
  27. Experiments in Broadcast News Transcription

    mi.eng.cam.ac.uk/reports/full_html/woodland_icassp98.html/
    1 Mar 2000: Experiments in Broadcast News Transcription. P.C. Woodland, T. Hain, S.E. Johnson, T. ... FX. all other speech (e.g. spontaneous non-native). Table 1: Broadcast news focus conditions.
  28. The 1998 HTK Broadcast News Transcription System: Development and…

    mi.eng.cam.ac.uk/reports/full_html/woodland_darpa99.html/
    2 Mar 2000: FX. all other speech (e.g. spontaneous non-native). Table 1: Broadcast news focus conditions. ... Proc. 1998 DARPA Broadcast News Transcription and Understanding Workshop, pp. 41-48, Lansdowne.
  29. Abstract for gales_rt04_modelling

    mi.eng.cam.ac.uk/reports/abstracts/gales_rt04_modelling.html
    27 Jul 2020: Experimental results are presented on both broadcast news (BN) and conversational telephone speech (CTS) transcription tasks. |
  30. Online publications for Prof. Phil Woodland

    mi.eng.cam.ac.uk/reports/people/pcw.html
    27 Jul 2020: Contact:Title THE CUHTK-ENTROPIC 10XRT BROADCAST NEWS TRANSCRIPTION SYSTEM. Abstract: odell_darpa99. ... Contact:Title SEGMENT GENERATION AND CLUSTERING IN THE HTK BROADCAST NEWS TRANSCRIPTION SYSTEM.
  31. Who Really Spoke When? Finding Speaker Turns and Identities in…

    mi.eng.cam.ac.uk/reports/full_html/tranter_icassp06.html/
    9 Dec 2006: Who Really Spoke When? Finding Speaker Turns and Identities in Broadcast News Audio. ... The training data used for this task consisted of the Hub-4 1996/7 broadcast news training data.
  32. paper.dvi

    mi.eng.cam.ac.uk/~mjfg/richter_EURO99.pdf
    19 Nov 2010: on splicing 9 time frames of 24 dimensional Cepstra, including c0.A context dependent state–clustered allophone system was builton the broadcast news training data. ... Recent improvements to ibm’s speech recogni-tion system for automatic
  33. .poster_jeremy_v2.tex.dvi

    mi.eng.cam.ac.uk/UKSpeech2017/posters/j_wong.pdf
    17 Nov 2017: HUB4: English broadcast news. 144 hours training set, 6000 PDT states. •
  34. Stimulated Deep Neural Network for Speech Recognition

    mi.eng.cam.ac.uk/~mjfg/interspeech16_stimu.pdf
    26 Sep 2016: English broadcast news(BN) transcription task and a Javanese conversational telephonespeech (CTS) task from the IARPA Babel program. ... English broadcast news(BN) task and a Javanese conversational telephone speech taskfrom the IARPA Babel program.
  35. PowerPoint プレゼンテーション

    mi.eng.cam.ac.uk/UKSpeech2017/posters/e_tsunoo.pdf
    3 Jul 2018: Our Proposal. news stream divided stories. Hierarchical Recurrent Neural Network (HRNN). • ... To capture a hierarchical character of broadcast news - each story consists of multiple sentences - each sentence consists of words which are relevant to the
  36. GENERAL QUERY EXPANSION TECHNIQUESFOR SPOKEN DOCUMENT RETRIEVAL…

    mi.eng.cam.ac.uk/reports/svr-ftp/jourlin_esca99.pdf
    10 Apr 2000: different sets ofautomatically transcribed broadcast news texts with aWER varying from24.8% to 66.2%. ... The input data is presented to the system as com-plete episodes of broadcast news shows and these are.
  37. 22 Feb 2007: English Broadcast News System Description. • Segmentation and clustering:– LIMSI kindly supplied segmentation and clustering. • ... Mandarin Broadcast News System Description• Mandarin specific features (full description in[42] - see ICASSP poster
  38. The Cambridge University Multimedia Document RetrievalDemo System…

    mi.eng.cam.ac.uk/reports/svr-ftp/tuerk_sigir00demo.pdf
    3 May 2000: C. Woodland, and T. Hain. The CUHTK-Entropic 10xRT Broadcast News Transcription System. ... InProc. DARPA Broadcast News Workshop, pages 271–275,Herndon, VA, 1999. [3] A.
  39. Structured Deep Neural Networks for Speech Recognition

    mi.eng.cam.ac.uk/~mjfg/thesis_cw564.pdf
    12 Jul 2018: 139. 7.9 Broadcast News: Recognition performance (WER %) of CE MBANNwith i-vector predictive model. ... AM Acoustic Model. ASR Automatic Speech Recognition. BN Broadcast News. CE Cross Entropy.
  40. 5 Jul 2006: Sim, and P. C. Woodland, “The CU-HTK Mandarin Broadcast News transcriptionsystem,” in Proceedings ICASSP, 2006. ... Venkataraman, R. R. Gadde, and A. Stolcke, “SuperEARS: Multi-site broadcast news system,” inProc.
  41. DESIGN OF FAST LVCSR SYSTEMS G. Evermann & P.C. ...

    mi.eng.cam.ac.uk/reports/svr-ftp/evermann_asru2003.pdf
    23 Sep 2003: More details on the effectiveness of these tech-niques on Broadcast News can be found in [8]. ... In 1998 a Broadcast News system was developed jointlyby Entropic and CUED that ran in less than 10xRT.
  42. THE CAMBRIDGE UNIVERSITY SPOKEN DOCUMENT RETRIEVAL SYSTEM S.E.…

    mi.eng.cam.ac.uk/reports/svr-ftp/johnson_icassp99.pdf
    8 Mar 2000: The paper is organised as follows. Firstly an overview ofthe HTK broadcast news transcription system used to generatehigh quality automatic transcriptions is given. ... of broadcast news texts, the LDC-distributed 1995newswire texts, and the
  43. Surprise Languages: Rapid-Response Cross-Language IR

    mi.eng.cam.ac.uk/~ar527/oard_evia2019.pdf
    11 Jun 2019: The much higher sampling ratesof 44.1 and 48 kHz used for news and topical broadcast data addsadditional complexity to the existing mismatch between trainingand testing domains. ... The duration of speech-only audio in the CTS,news and topical broadcast
  44. Abstract for kim_asru2003

    mi.eng.cam.ac.uk/reports/abstracts/kim_asru2003.html
    27 Jul 2020: Abstract for kim_asru2003. Proc. IEEE ASRU2003. RECENT ADVANCES IN BROADCAST NEWS TRANSCRIPTION. ... Wang & P.C. Woodland. 2003. This paper describes recent advances in the CU-HTK Broadcast News English (BN-E) transcription system and its performance in
  45. The 1997 HTK Broadcast News Transcription System

    mi.eng.cam.ac.uk/reports/full_html/woodland_darpa98.html/
    1 Mar 2000: 41-48 (Lansdowne,VA, Feb. 1998). The 1997 HTK BROADCAST NEWS TRANSCRIPTION SYSTEM. ... using the broadcast news training texts, the acoustic training data and 1995 Marketplace transcriptions.
  46. Audio Indexing and Retrieval of Complete Broadcast News Shows

    mi.eng.cam.ac.uk/reports/full_html/johnson_riao00.html/
    19 Apr 2000: 1163-1177 (Paris,France, April 2000). Audio Indexing and Retrieval of Complete Broadcast News Shows. ... Dharanipragada, S., Franz, M., and Roukos, S. (1999). Audio-Indexing for Broadcast News.
  47. Machine Intelligence Laboratory: Publications (Speech)

    mi.eng.cam.ac.uk/reports/index-speech.html
    17 May 2021: Contact:Title THE CUHTK-ENTROPIC 10XRT BROADCAST NEWS TRANSCRIPTION SYSTEM. Abstract: odell_darpa99. ... Contact:Title SEGMENT GENERATION AND CLUSTERING IN THE HTK BROADCAST NEWS TRANSCRIPTION SYSTEM.
  48. Speaker Diarisation for Broadcast News

    mi.eng.cam.ac.uk/reports/full_html/tranter_odyssey04.html/
    14 Jun 2004: task of identifying 'who spoke when' in broadcast news audio is particularly interesting and challenging. ... Tranter, L. Wang, and P. C. Woodland. Recent Advances in Broadcast News Transcription, [in Proc.
  49. Segment Generation and Clustering in the HTK Broadcast News

    mi.eng.cam.ac.uk/reports/full_html/hain_darpa98.html/
    1 Mar 2000: 133-137 (Lansdowne, VA, Feb. 1998). SEGMENT GENERATION AND CLUSTERING IN THE HTK BROADCAST NEWS TRANSCRIPTION SYSTEM. ... The distribution of broadcast news data suitable for GMM training can be seen in Table 1.
  50. IMPROVING BROADCAST NEWS TRANSCRIPTION BY LIGHTLY…

    mi.eng.cam.ac.uk/reports/svr-ftp/chan_icassp2004.pdf
    27 May 2004: IMPROVING BROADCAST NEWS TRANSCRIPTION BY LIGHTLY SUPERVISEDDISCRIMINATIVE TRAINING. H.Y. Chan & P.C. ... broadcast news data (TDT4 corpus) that were carefully chosen byclosed-caption filtering [3] [7].
  51. The CUHTK-Entropic 10xRT Broadcast News Transcription SystemJ.J.…

    mi.eng.cam.ac.uk/reports/svr-ftp/odell_darpa99.pdf
    8 Mar 2000: The CUHTK-Entropic 10xRT Broadcast News Transcription SystemJ.J. Odell. , P.C. Woodland. & ... ror rate for systems running in less than 10xRT in the 1998DARPA broadcast news evaluation.

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