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31 May 2001: CU-HTK 2000/1 Systems: Vocabulary & LanguageModelling. • Vocabulary. – 54537 words: Hub5 vocabulary plus top 50k words of Broadcast News data(0.30% OOV rate on eval00). – ... Language models. – Training data 204MW Broadcast News 3MW 1998 Hub5

12 May 2005: The performance of these methods is evaluated by task, bydata source (broadcast news versus spontaneous telephone conver-sations) and by whether transcriptions come from humans or froman (errorful) automatic speech recognizer. ... 2.3. MDE Corpora.

23 Feb 2006: The designof a real-time broadcast news recognition system is then detailedusing these new models. ... Gales et al.: THE CUED BROADCAST NEWS TRANSCRIPTION SYSTEM 3. Segmentation /#Segments #Clusters.

5 Oct 2000: 50,000 words occurring in the 204 millionwords of broadcast news (BN) LM training data. ... 18. P.C. Woodland, M.J.F. Gales, D. Pye & S.J. Young (1997).Broadcast News Transcription Using HTK.Proc.

10 Jan 2005: Using VTLN for Broadcast News Transcription. D.Y. Kim, S. Umesh, M.J.F. ... Mrva, S. Tranter,L. Wang and P.C. Woodland, “Recent Advances in Broad-cast News Transcription,” Proc.

10 Oct 2007: Experi-ments were carried out on a Mandarin broadcast transcription taskusing both Broadcast News (BN) and Broadcast Conversation (BC)data. ... The CU-HTK Mandarin Broadcast News Transcription System,” Proc.ICASSP 2006, Toulouse. 4.

24 Jul 2003: 2003 language models. • Training data in 5 portions:– Revised MSU transcripts CHE [3MW]– broadcast news setup (BN transcripts from PSM; CNN data; TDT data).

1 Aug 2005: Experimental results are presented on both broadcast news (BN) and conversational telephone speech (CTS) transcription tasks. |

10 Jan 2005: Acknowledgements. The authors would like to thank Kit Thambiratnam for work in broadcast news segmentation whilst at Cambridge University. ... The ELISA Consortium Approaches in Broadcast News Speaker Segmentation during the NIST 2003 Rich Transcription

27 May 2004: A word-based 4-gram language model was trained on the acous-tic transcriptions, additional Broadcast News data (427M words oftext) plus 62M words of “conversational texts” collected from theWorld Wide ... Niesler, A.Tuerk, E.W.D. Whittaker and S.J.

23 Feb 2002: D. Abberley, S. Renals, G. Cook & T. Robinson. Retrieval of Broadcast News Documents with the THISL System. ... Jourlin, G.L.Moore, K. Spärck Jones & P.C. Woodland. Audio Indexing and Retrieval of Complete Broadcast News Shows.

26 Mar 2008: Results for both Chinese-English and Arabic-English on two text development sets as well asa broadcast news development set used by the AGILE team in theGALE program4. ... Furthermore the actual evaluation results from the2006 test are included. The 2006

27 Jul 2020: WHO REALLY SPOKE WHEN? FINDING SPEAKER TURNS AND IDENTITIES IN BROADCAST NEWS AUDIO. ... S. E. Tranter. May 2006. Automatic speaker segmentation and clustering methods have improved considerably over the last few years in the Broadcast News domain.

10 Apr 2000: Audio Indexing and Retrieval of Complete Broadcast News Shows. S.E. Johnson†, P. ... InProc. 1999 DARPA Broadcast News Workshop, pages 271–275, Hern-don, VA. Robertson, S.

5 Apr 2005: Experimental results are presented on both broadcast news (BN) and conversational telephone speech (CTS) transcription tasks. |

5 Jun 2002: Language models. • Training data– 204MW Broadcast News– 3MW 1998 Hub5 3MW 2000 MSU Hub5 0.2MW cell1. •

10 Oct 2007: 3. STT POST PROCESSING. In processing data such as Broadcast News (BN) or Broadcast Con-versations (BCs) for an STT system, the first stage is to segment thedata into homogeneous blocks, ... 12] B. Xiang, L. Nguyen, X. Guo, and D. Xu, “The BBN

12 Jan 2005: Sim, and P. C. Woodland, “Recent Devel-opments at Cambridge in Broadcast News Transcription,”in Proc. ... F. Gales,D. Mrva, K. C. Sim, and P. C. Woodland, “Development ofthe CU-HTK 2004 Broadcast News Transcription Systems,”in Proc.

25 Mar 2005: Transcription evaluations.[1] It consists of30 minute extracts from 6 different US news shows broadcast inFebruary 2001. ... A. Reynolds, “Speaker Diarisation forBroadcast News,” in Proc. Odyssey Speaker and LanguageRecognition Workshop, Toledo, Spain

27 Jul 2020: Contact:Title RECENT ADVANCES IN BROADCAST NEWS TRANSCRIPTION. Abstract: kim_asru2003.

20 Feb 2018: The following recognition experiments were conducted onthe 1997 Broadcast News task [5] by rescoring tri-gram lat-tices. ... Different topologies of themodel were evaluated on the 1997 Broadcast News task andsome small improvements were obtained.

10 Oct 2001: Thus given a stream of broadcast news, passages relevant to the user's information need can be successfully (and preferentially) retrieved. ... The material is all broadcast news, from a variety of sources.

26 Mar 2008: Makhoul,“Recent progress in Arabic broadcast news transcription atBBN,” in Proc. InterSpeech, 2005. ... ICASSP 2006, May, 2006, pp. 1056–1059. [10] L. Wang, M.J.F. Gales, and Woodland P.C., “Unsupervisedtraining for Mandarin broadcast news and

19 May 2005: Exper-imental results are presented on both broadcast news (BN) andconversational telephone speech (CTS) transcription tasks. ... The number of components per state is 16 on averagelevel. Three BN test sets were used, each of them contains six 30minutes

10 Jan 2005: The Rich Transcription diarisation evaluations[1, 2, 3] providea framework to analyse the performance of such speaker diarisa-tion systems on Broadcast News (BN) data. ... 5] J.-L. Gauvain, L. Lamel, and G. Adda, “Partitioning andTranscription of

18 Dec 2003: 6 Language Modelling and Word Lists. In most speech transcription tasks such as for example dictation or Broadcast News transcriptionlarge amounts of representative text data are available. ... 50000 most frequent words occurring in 204 million words

5 Oct 2000: The system uses word-based N-gram LMs estimated from an interpolation of Hub5 acoustic training transcriptions and Broadcast News texts.

5 Oct 2000: A 4-gram language model was trained on the transcripts of the acoustic training data and additional broadcast news transcriptions.

27 Jul 2020: Contact:Title DEVELOPMENT OF THE CU-HTK 2004 BROADCAST NEWS TRANSCRIPTION SYSTEMS. Abstract: kim_icassp05.

7 Oct 2009: Allthe schemes are evaluated in a common framework using an ArabicBroadcast News/Conversation transcription task. ... All thesetest sets consist of both Broadcast News and Broadcast Conversationstyles of data.

15 Jun 2018: Mrva, R. Sinha, andS. E. Tranter, “Progress in the CU-HTK broadcast news transcrip-tion system,”IEEE TSAP, vol. ... Xiang, S. Abdou, and J. Makhoul, “Re-cent progress in Arabic broadcast news transcription at BBN,” inInterspeech, 2005.

11 Oct 2023: Y. Chan, D. Mrva, R. Sinha, and S. E. Tran-ter, “Progress in the CU-HTK broadcast news transcription system,” IEEE Trans. ... Kanvesky, and P. A. Olsen, “Automatictranscription of broadcast news,” Speech Commun., vol.

26 Mar 2008: A total of 942 hours of broad-cast news (BN) and broadcast conversation (BC) speech audio datawere used for acoustic model training. ... Tranter. Progress in the CU-HTK broadcast news tran-scription system, IEEE Transactions Speech and Audio Pro-cessing,

11 Jan 2008: Experi-ments were carried out on a Mandarin broadcast transcription taskusing both Broadcast News (BN) and Broadcast Conversation (BC)data. ... The CU-HTK Mandarin Broadcast News Transcription System,” Proc.ICASSP 2006, Toulouse. 4.

3 Dec 2008: 1. IntroductionSpeech recognition systems are increasingly being built withfound data such as broadcast news and conversational tele-phone speech recordings.

11 Jan 2008: end. Figure 4: Calculating Decision Tree Divergence. 5. ResultsExperiments were performed on a Broadcast News Arabic task.Each system was trained using 101.8 hours of data and a PLPfrontend. ... Sinha, and S.E. Tranter, “Progress in the CU-HTK

10 Oct 2007: 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

9 Aug 2005: broadcast news and conversational speech over thetelephone, explicit indications of capitalised words are not given. ... from the NIST 1998 Hub-4 broadcast news benchmark testswere used as test data for the evaluation of the proposed system.

13 May 2004: 32.2 The Broadcast News Data for Diarisation. 32.3 Diarisation Scoring. 4. ... This corresponds to adverts in broadcast news shows, or speaker-attributable vocal noises suchas cough, breath, lipsmack, sneeze and laughter.

15 Jun 2018: The performance of the bi-RNNLMs is evaluatedon three speech recognition tasks: broadcast news; meetingtran-scription (AMI); and low-resource systems (Babel data). ... 5. EXPERIMENTS. The performance of the bi-RNNLMs was evaluated on three cor-pora:

10 Apr 2000: This paper presents two strategies forclustering broadcast news data segments (found by an au-tomatic segmentation algorithm) for subsequent MLLRadaptation. ... The 1997HTK Broadcast News Transcription System Proc.1998 DARPA Broadcast News Transcription

27 Jul 2020: Abstract for woodland_icassp98. Proc ICASSP'98, Seattle. EXPERIMENTS IN BROADCAST NEWS TRANSCRIPTION. ... Young. May 1998. This paper presents the recent development of the HTK broadcast news transcription system.

17 Nov 2017: l)k. ). 6. Experiment. I Data and setupI 144-hour English broadcast news dataset (LDC97S44, LDC98S71)I DNN-HMM hybrid ASR frameworkI 5 hidden layers with 1024 units for both DNN

8 Mar 2000: The distribution of broadcast news data suitable for GMM trainingcan be seen in Table 1. ... Young S.J. (1997) TheDevelopment of the 1996 Broadcast News Transcription Sys-tem.

19 Apr 2000: 4. EXPT. 1 – END POINT DETECTION. The initial evaluation of the direct audio search procedurewas carried out in the context of trying to automaticallydetect the endpoint of a broadcast news episode. ... 10] P.C. Woodland, M.J.F. Gales, D. Pye & S.J.

22 Jun 2007: 3. STT POST PROCESSING. In processing data such as Broadcast News (BN) or Broadcast Con-versations (BCs) for an STT system, the first stage is to segment thedata into homogeneous blocks, ... 12] B. Xiang, L. Nguyen, X. Guo, and D. Xu, “The BBN

22 Feb 2007: Last three are important to achieve good generalisation. • Example Broadcast News LVCSR gains ( 500 1000 hours training data)– typically 200K-300K Gaussian components for each system.

11 Jan 2008: Makhoul,“Recent progress in Arabic broadcast news transcription atBBN,” in Proc. InterSpeech, 2005. ... ICASSP 2006, May, 2006, pp. 1056–1059. [10] L. Wang, M.J.F. Gales, and Woodland P.C., “Unsupervisedtraining for Mandarin broadcast news and

27 Jul 2020: The speaker diarisation task attempts to address this problem on Broadcast News data by defining an error rate which can be used to evaluate segmentations and their associated speaker labels.

10 Apr 2000: These methods were shown tobe an important part of our overall recognition systemfor broadcast news. ... The 1996 Hub-4 Broadcast News Transcription develop-ment data was used for all the experiments reported inthis paper.