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paper.dvi
mi.eng.cam.ac.uk/~mjfg/richter_EURO99.pdf19 Nov 2010: The two forms of modified tail distribution modelling were inves-tigated on the 1998 Hub4 partitioned evaluation test set. ... The test was performed on a subset of the 1997 par-titioned evaluation that was used for development [4]. -
Applying Deep Learning in Non-native Spoken English Assessment
mi.eng.cam.ac.uk/~mjfg/ALTA/presentations/APSIPA2019_Knill.pdf21 Feb 2022: Automate (English) spoken language assessment & learning• without simplifying/limiting form of test: “free speaking”• possibility for richer, interactive, tests• desire to assess communication skills. ... 4/45. Spoken Language Assessment & -
A Framework for Dialogue Data Collection with a Simulated ...
mi.eng.cam.ac.uk/~sjy/papers/stwy04.pdf20 Feb 2018: It is also important that theparticipants do not interact before the test is started. ... The con-fusion matrix can be trained on phone-labelled test output datafrom an ASR system. -
The Development of the Cambridge University RT-04 Diarisation System
mi.eng.cam.ac.uk/reports/full_html/tranter_rt04.html/10 Jan 2005: NIST,. Benchmark Tests : Rich Transcription (RT),. -
Tsiakoulis_Pirros_1293
mi.eng.cam.ac.uk/~sjy/papers/tghp12.pdf20 Feb 2018: The aim of the experiment was to test the robustness and performance of a spoken dialogue system in a moving car. ... The resulting speech database was further split into a training set (60%) and a test set (40%). -
ADAPTATION OF PRECISION MATRIX MODELS ON LARGE VOCABULARYCONTINUOUS…
mi.eng.cam.ac.uk/reports/svr-ftp/sim_icassp2005.pdf12 Apr 2005: For MLLR mean adaptation, a. SystemAdapt Test Set WER (%)Config eval03 dev04 dev04f. ... This system wasevaluated on botheval03 and dev04 test sets and comparedwith the SATDIAGC system. -
Single Pronunciation DictionariesConstruction and Performance Thomas…
mi.eng.cam.ac.uk/research/projects/EARS/pubs/hain_martigny03.pdf16 Sep 2003: Procedure. Training only Test onlyBoth dictionaries. single variant. substitutions. insertion. deletionsorA B C. ... Pronunciation variants in training and test. Combining different strategies in training and test. -
1 Structured Log Linear Models for Noise RobustSpeech Recognition ...
mi.eng.cam.ac.uk/~mjfg/zhang10.pdf8 Sep 2010: Test set A was used as the development set for tuningparameters for all systems, such as the penalty factor Cfor SVMs. ... The integratedtraining yielded a 9% reduction in error rate. The full results for all three test sets are shown in TableII. -
SU Detection for RT-03f at Cambridge University Marcus Tomalin, ...
mi.eng.cam.ac.uk/research/projects/EARS/pubs/tomalin_rt03f.pdf20 Nov 2003: CTS SU-Detection System Overview. SULM_1 SULM_2. SULM_N. RTTM FILE. TEST DATA. ... Rebuild PFM and tg SULM.3. Obtain results for the dev03f test set.4. -
CAMBRIDGE UNIVERSITY ENGINEERING DEPARTMENT DISCRIMINATIVE…
mi.eng.cam.ac.uk/~mjfg/gales_tr605.pdf13 Aug 2008: In addition tobackground additive noise convolutional distortion was added to test set C. ... For all SNRsand test sets gains over the optimised VTS scheme were obtained. -
IEEE TRANS. ON ASLP, TO APPEAR, 2011 1 Continuous ...
mi.eng.cam.ac.uk/~sjy/papers/yuyo11.pdf20 Feb 2018: For the test material 30 sentences froma tourist information enquiry application were used. ... This same text materialsas the above preference test were used for all the below. -
This article appeared in a journal published by Elsevier. ...
mi.eng.cam.ac.uk/~sjy/papers/inyo0920 Feb 2018: Table 3Percent of unseen contexts in the test data. Number of matching features. ... Noduration modification was applied for this test. Twenty subjects participated in the evaluation. -
ADAPTIVE TRAINING USING STRUCTURED TRANSFORMS
mi.eng.cam.ac.uk/reports/svr-ftp/kai_icassp04st.pdf27 May 2004: During training and test adaptation, a global in-terpolation weight was estimated and separate speech and silencetransforms were used for CMLLR. ... Using ST for test adaptation again yieldedabout the same as a GD system with CMLLR. -
Combining I-vector Representation and Structured Neural Networks for…
mi.eng.cam.ac.uk/~mjfg/icassp16_wu.pdf5 Apr 2016: English Broadcast News (BN) transcription task.Two distinct sets of test data are examined. ... The first from the BNtask, yields test data acoustically matched to the training data. -
CAMBRIDGE UNIVERSITY ENGINEERING DEPARTMENT DISCRIMINATIVE…
mi.eng.cam.ac.uk/~mjfg/mjfg_tech605.pdf6 Nov 2008: In addition tobackground additive noise convolutional distortion was added to test set C. ... For all SNRsand test sets gains over the optimised VTS scheme were obtained. -
Unsupervised Language Model Adaptation for Mandarin…
mi.eng.cam.ac.uk/reports/svr-ftp/mrva_icslp06.pdf20 Jan 2007: All the test sets comprise ofshows where a show is a broadcast of a TV or radio program. ... 3.4. Results. The tests were carried out on a BC test set (dev05bcm: 3 hours,30k words, 5 shows) and two BN test sets (eval04: 1.3 hours, 11kwords, 3 -
nips7.dvi
mi.eng.cam.ac.uk/reports/svr-ftp/williams_nips2004.pdf9 Aug 2005: This is restrictive in practicein that test data may contain distortions that take it outside the strict ambit of the trainingpositives. ... This can be computed in terms of likelihoods. (1)so then the test becomes (2)where. -
N-BEST ERROR SIMULATION FOR TRAINING SPOKEN DIALOGUE SYSTEMS Blaise…
mi.eng.cam.ac.uk/~sjy/papers/thgt12.pdf20 Feb 2018: Theerror rates for all approaches are set so that the oracle error ratematches the test data. ... This is the kind of feature that the Corpus-level actKullback-Leibler divergence (CAKL) metric tests. -
Uncertainty: Knowing What You Don't Know
mi.eng.cam.ac.uk/~mjfg/mjfg_cncc2021.pdf20 Jun 2023: Use CIFAR-100 for out-of-distribution (OOD) training data• evaluate performance in detecting OOD test samples• metric AUC (average 10 randomly initialised models 2σ). -
Machine Learning of Level and Progression in Spoken EAL ...
mi.eng.cam.ac.uk/~mjfg/ALTA/presentations/CEP_Feb2016_Knill.pdf21 Feb 2022: Business Language Testing Service (BULATS) Spoken Tests. • Example of a test of communication skills A. ... Use automatic grader • for grading practice tests/learning process • in combination with human graders. • -
EARS STT Overview Phil Woodland February 4th 2004 Cambridge ...
mi.eng.cam.ac.uk/research/projects/EARS/pubs/woodland_board_earsfeb04.pdf23 Mar 2004: Woodland: STT Overview. Measuring STT Progress. Current Test Sets : Traditional NIST speech recognition evaluation approach. • ... Progress Test Set : Fixed test set to eliminate test-set variability for trackingprogress towards program goals. • -
Kim et al.: 2003 CU-HTK BN-E Systems 2003 CU-HTK ...
mi.eng.cam.ac.uk/research/projects/EARS/pubs/kim_rt03s.pdf24 Jul 2003: Baseline Acoustic Models: Results (I). • Development test setsBNeval98 two 1.5-hour data setsBNeval02 1-hour data setBNdev03 three hours of TDT-4 data from Jan ’01 transcribed by STT sites. • ... MLE baseline system– Add 3rd derivatives HLDA, -
Applying Deep Learning in Non-native Spoken English Assessment
mi.eng.cam.ac.uk/~kmk/presentations/APSIPA2019_Knill_Keynote.pdf21 Nov 2019: Automate (English) spoken language assessment & learning• without simplifying/limiting form of test: “free speaking”• possibility for richer, interactive, tests• desire to assess communication skills. ... 4/45. Spoken Language Assessment & -
Machine Learning of Level and Progression in Spoken EAL ...
mi.eng.cam.ac.uk/~kmk/presentations/CEP_Feb2016_Knill.pdf12 May 2016: Business Language Testing Service (BULATS) Spoken Tests. • Example of a test of communication skills A. ... Use automatic grader • for grading practice tests/learning process • in combination with human graders. • -
Word-Based Dialog State Trackingwith Recurrent Neural Networks…
mi.eng.cam.ac.uk/~sjy/papers/hety14.pdf20 Feb 2018: dstc2 test - Evaluation dataset consisting of1117 dialogs collected using a dialog man-ager not seen in the labelled data. ... Table 2: Featured metrics on the test set for the 4 RNN trackers entered to the challenge. -
Machine Learning of Level and Progression in Second/Additional…
mi.eng.cam.ac.uk/~kmk/presentations/UBham_May2016_Knill.pdf12 May 2016: Business Language Testing Service (BULATS) Spoken Tests. • Example of a test of communication skills A. ... Statistical Parser Features. • Parser features from RASP system improve grades for written tests. • -
ADAPTIVE TRAINING USING STRUCTURED TRANSFORMS K. Yu and M.J.F. ...
mi.eng.cam.ac.uk/reports/svr-ftp/yu_icassp2004.pdf18 Jun 2004: During training and test adaptation, aglobal interpolation weight was estimated and separate speech andsilence transforms were used for CMLLR. ... Using ST for test adaptation again yieldedabout the same as a GD system with CMLLR. -
DESIGN OF FAST LVCSR SYSTEMS G. Evermann & P.C. ...
mi.eng.cam.ac.uk/reports/svr-ftp/evermann_asru2003.pdf23 Sep 2003: For BN the test datais taken from radio and TV news shows (for example CNNHeadline News, ABC World News Tonight). ... The 2003 BNeval test set consists of 6 half-hour excerpts from Radio andTV broadcasts taken from February 2001. -
THE CAMBRIDGE UNIVERSITY SPOKEN DOCUMENT RETRIEVAL SYSTEM S.E.…
mi.eng.cam.ac.uk/reports/svr-ftp/johnson_icassp99.pdf8 Mar 2000: Two versions of the HTK system were used in the experimentson TREC-6 SDR test data. ... This system gave a word error rate of 24.1% on the TREC-6 test data and ran in about 50 times real time. -
Machine Intelligence Laboratory
mi.eng.cam.ac.uk/Main/FI224_ResearchTPAs are economic, off-the-shelf, and they have several interesting properties. They can form flexible or rigid structures by means of existing fast-prototyping techniques and can be also used -
Abstract for smith_bmvc1999
mi.eng.cam.ac.uk/reports/abstracts/smith_bmvc1999.html27 Jul 2020: An implementation is outlined and demonstrated on test sequences containing two motions. -
Abstract for johnson_trec7
mi.eng.cam.ac.uk/reports/abstracts/johnson_trec7.html27 Jul 2020: The paper also presents results on a new set of 60 queries with assessments for the TREC-6 test document data used for development purposes, and analyses the relationship between recognition -
Abstract for smith_bmvc1998
mi.eng.cam.ac.uk/reports/abstracts/smith_bmvc1998.html27 Jul 2020: It is found that, in most cases, the commonly-used cross-correlation does not perform as well as some other measures, such as the chi squared test or the sum of -
Abstract for williams_nips2004
mi.eng.cam.ac.uk/reports/abstracts/williams_nips2004.html27 Jul 2020: Here we address the problem of contaminations (e.g. occlusion, shadows) in test images which have not explicitly been encountered in training data. -
Improving Retrieval on Imperfect Speech Transcriptions
mi.eng.cam.ac.uk/reports/full_html/jourlin_sigir99.html/8 Mar 2000: This corpus spanned January to May 1997 and thus pre-dated the TREC-7 test data. ... 39.73. 44.15. Table 2: Average Precision on the TREC-7 SDR test collection with mean number of query terms in parenthesis. -
Abstract for woodland_icslp96
mi.eng.cam.ac.uk/reports/abstracts/woodland_icslp96.html27 Jul 2020: MLLR can also be used in an iterative fashion to refine the transcriptions of the test data and adapt models based on the current transcriptions. -
Abstract for leggetter_icslp94
mi.eng.cam.ac.uk/reports/abstracts/leggetter_icslp94.html27 Jul 2020: This allows successful adaptation on any amount of adaptation data. Tests on the RM1 database show that successful adaptation can be achieved with only 11 seconds of speech, and performance converges -
Abstract for cham-cipollaPAMI99
mi.eng.cam.ac.uk/reports/abstracts/cham-cipollaPAMI99.html27 Jul 2020: A comparison of test results show that it outperforms one of the best existing methods. -
Abstract for gales_tr263
mi.eng.cam.ac.uk/reports/abstracts/gales_tr263.html27 Jul 2020: Both these schemes require no a-priori thresholding information. An initial evaluation of the techniques was performed using data from the ARPA 1994 test data. -
Abstract for woodland_icassp96
mi.eng.cam.ac.uk/reports/abstracts/woodland_icassp96.html27 Jul 2020: The HTK system yielded the lowest error rates in both the H3-P0 and H3-C0 tests. -
Abstract for niesler_tr215
mi.eng.cam.ac.uk/reports/abstracts/niesler_tr215.html27 Jul 2020: of tests on the LOB corpus to yield very good tagging accuracies. -
Abstract for hain_icassp99
mi.eng.cam.ac.uk/reports/abstracts/speech/hain_icassp99.html27 Jul 2020: Front-end and language modelling experiments conducted using various training and test sets from both the Switchboard and Callhome English corpora are presented. -
Abstract for housden_tr587
mi.eng.cam.ac.uk/reports/abstracts/biomed/housden_tr587.html27 Jul 2020: In this paper, we present a technique to compensate for out-of-plane rotations, which we test using simulations and in vitro experiments. -
Abstract for clarkson_icassp97
mi.eng.cam.ac.uk/reports/abstracts/clarkson_icassp97.html27 Jul 2020: Both techniques yield a significant reduction in perplexity over the baseline trigram language model when faced with multi-domain test text, the mixture-based model giving a 24% reduction and the -
Abstract for woodland_lvcsr01
mi.eng.cam.ac.uk/reports/abstracts/speech/woodland_lvcsr01.html27 Jul 2020: Results are presented for the 2001 development and evaluation test sets. -
MultiMedia Document Retrieval (1997-2000)
mi.eng.cam.ac.uk/research/projects/Multimedia_Document_Retrieval/7 Oct 2001: The final HTK system yielded an overall word error rate of 22.0% on the 1996 unpartitioned broadcast news development test data and just 16.2% on the evaluation test set - ... Work on relevance feedback, both on the the test collection, and on a (larger) -
Abstract for rohling_firstyear
mi.eng.cam.ac.uk/reports/abstracts/rohling_firstyear.html27 Jul 2020: Initial tests show that measurement errors, including image artifacts, are significant enough to obscure and distort diagnostically important information. -
Abstract for arandjelovic_OTCBVS06
mi.eng.cam.ac.uk/reports/abstracts/arandjelovic_OTCBVS06.html27 Jul 2020: Our system achieved a high correct identification rate of 97% on a freely available test set of 29 individuals and extreme illumination changes. -
Abstract for donovan_thesis
mi.eng.cam.ac.uk/reports/abstracts/donovan_thesis.html27 Jul 2020: The segmental intelligibility was measured using the Modified Rhyme Test, and a 5.0% error rate obtained. -
Abstract for woodland_arpa96
mi.eng.cam.ac.uk/reports/abstracts/speech/woodland_arpa96.html27 Jul 2020: The HTK system yielded the lowest error rates in both the H3-P0 and H3-C0 tests.
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