--- tags: - espnet - audio - automatic-speech-recognition language: en datasets: - librispeech license: cc-by-4.0 --- ## ESPnet2 ASR model ### `eml914/streaming_transformer_asr_librispeech` This model was trained by Emiru Tsunoo using librispeech recipe in [espnet](https://github.com/espnet/espnet/). ### Demo: How to use in ESPnet2 ```bash cd espnet git checkout 12eb132418a1f69548f7998e53273cd05d989ed9 pip install -e . cd egs2/librispeech/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model eml914/streaming_transformer_asr_librispeech ``` # RESULTS ## Environments - date: `Wed Nov 17 18:18:46 JST 2021` - python version: `3.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]` - espnet version: `espnet 0.10.5a1` - pytorch version: `pytorch 1.4.0` - Git hash: `12eb132418a1f69548f7998e53273cd05d989ed9` - Commit date: `Tue Nov 16 10:12:21 2021 +0900` ## asr_train_asr_streaming_fbank_pitch_en_bpe5000_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_clean|2703|54402|97.6|2.2|0.3|0.3|2.7|31.9| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_other|2864|50948|93.5|5.8|0.7|0.9|7.4|50.4| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_clean|2620|52576|97.5|2.3|0.3|0.3|2.9|33.1| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_clean_dbg|2620|62|96.8|3.2|0.0|0.0|3.2|0.0| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_other|2939|52343|93.5|5.7|0.8|0.9|7.4|53.7| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_clean|2703|288456|99.2|0.4|0.4|0.3|1.1|31.9| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_other|2864|265951|97.2|1.6|1.2|0.9|3.7|50.4| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_clean|2620|281530|99.2|0.4|0.4|0.3|1.1|33.1| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_clean_dbg|2620|367|99.5|0.0|0.5|0.8|1.4|0.0| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_other|2939|272758|97.3|1.5|1.3|0.9|3.6|53.7| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_clean|2703|68010|96.8|2.1|1.1|0.4|3.6|31.9| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_other|2864|63110|91.9|5.9|2.2|1.5|9.6|50.4| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_clean|2620|65818|96.7|2.2|1.1|0.4|3.7|33.1| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_clean_dbg|2620|94|97.9|2.1|0.0|1.1|3.2|0.0| |decode_asr_streaming_lm_lm_train_lm_adam_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/test_other|2939|65101|91.8|5.5|2.7|1.2|9.4|53.7| ## ASR config
expand ``` config: conf/tuning/train_asr_streaming.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_streaming_fbank_pitch_en_bpe5000_sp ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 0 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 33851 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 50 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5.0 grad_clip_type: 2.0 grad_noise: false accum_grad: 4 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null unused_parameters: false use_tensorboard: true use_wandb: false wandb_project: null wandb_id: null pretrain_path: null init_param: [] freeze_param: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 16000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_fbank_pitch_en_bpe5000_sp/train/speech_shape - exp/asr_stats_fbank_pitch_en_bpe5000_sp/train/text_shape.bpe valid_shape_file: - exp/asr_stats_fbank_pitch_en_bpe5000_sp/valid/speech_shape - exp/asr_stats_fbank_pitch_en_bpe5000_sp/valid/text_shape.bpe batch_type: numel valid_batch_type: null fold_length: - 800 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/fbank_pitch/train_960_sp/feats.scp - speech - kaldi_ark - - dump/fbank_pitch/train_960_sp/text - text - text valid_data_path_and_name_and_type: - - dump/fbank_pitch/dev/feats.scp - speech - kaldi_ark - - dump/fbank_pitch/dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 0.002 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - ▁THE - S - ▁AND - ▁OF - ▁TO - ▁A - ▁IN - ▁I - ▁HE - ▁THAT - ▁WAS - ED - ▁IT - '''' - ▁HIS - ING - ▁YOU - ▁WITH - ▁FOR - ▁HAD - T - ▁AS - ▁HER - ▁IS - ▁BE - ▁BUT - ▁NOT - ▁SHE - D - ▁AT - ▁ON - LY - ▁HIM - ▁THEY - ▁ALL - ▁HAVE - ▁BY - ▁SO - ▁THIS - ▁MY - ▁WHICH - ▁ME - ▁SAID - ▁FROM - ▁ONE - Y - E - ▁WERE - ▁WE - ▁NO - N - ▁THERE - ▁OR - ER - ▁AN - ▁WHEN - ▁ARE - ▁THEIR - ▁WOULD - ▁IF - ▁WHAT - ▁THEM - ▁WHO - ▁OUT - M - ▁DO - ▁WILL - ▁UP - ▁BEEN - P - R - ▁MAN - ▁THEN - ▁COULD - ▁MORE - C - ▁INTO - ▁NOW - ▁VERY - ▁YOUR - ▁SOME - ▁LITTLE - ES - ▁TIME - RE - ▁CAN - ▁LIKE - LL - ▁ABOUT - ▁HAS - ▁THAN - ▁DID - ▁UPON - ▁OVER - IN - ▁ANY - ▁WELL - ▁ONLY - B - ▁SEE - ▁GOOD - ▁OTHER - ▁TWO - L - ▁KNOW - ▁GO - ▁DOWN - ▁BEFORE - A - AL - ▁OUR - ▁OLD - ▁SHOULD - ▁MADE - ▁AFTER - ▁GREAT - ▁DAY - ▁MUST - ▁COME - ▁HOW - ▁SUCH - ▁CAME - LE - ▁WHERE - ▁US - ▁NEVER - ▁THESE - ▁MUCH - ▁DE - ▁MISTER - ▁WAY - G - ▁S - ▁MAY - ATION - ▁LONG - OR - ▁AM - ▁FIRST - ▁BACK - ▁OWN - ▁RE - ▁AGAIN - ▁SAY - ▁MEN - ▁WENT - ▁HIMSELF - ▁HERE - NESS - ▁THINK - V - IC - ▁EVEN - ▁THOUGHT - ▁HAND - ▁JUST - ▁O - ▁UN - VE - ION - ▁ITS - 'ON' - ▁MAKE - ▁MIGHT - ▁TOO - K - ▁AWAY - ▁LIFE - TH - ▁WITHOUT - ST - ▁THROUGH - ▁MOST - ▁TAKE - ▁DON - ▁EVERY - F - O - ▁SHALL - ▁THOSE - ▁EYES - AR - ▁STILL - ▁LAST - ▁HOUSE - ▁HEAD - ABLE - ▁NOTHING - ▁NIGHT - ITY - ▁LET - ▁MANY - ▁OFF - ▁BEING - ▁FOUND - ▁WHILE - EN - ▁SAW - ▁GET - ▁PEOPLE - ▁FACE - ▁YOUNG - CH - ▁UNDER - ▁ONCE - ▁TELL - AN - ▁THREE - ▁PLACE - ▁ROOM - ▁YET - ▁SAME - IL - US - U - ▁FATHER - ▁RIGHT - EL - ▁THOUGH - ▁ANOTHER - LI - RI - ▁HEART - IT - ▁PUT - ▁TOOK - ▁GIVE - ▁EVER - ▁E - ▁PART - ▁WORK - ERS - ▁LOOK - ▁NEW - ▁KING - ▁MISSUS - ▁SIR - ▁LOVE - ▁MIND - ▁LOOKED - W - RY - ▁ASKED - ▁LEFT - ET - ▁LIGHT - CK - ▁DOOR - ▁MOMENT - RO - ▁WORLD - ▁THINGS - ▁HOME - UL - ▁THING - LA - ▁WHY - ▁MOTHER - ▁ALWAYS - ▁FAR - FUL - ▁WATER - CE - IVE - UR - ▁HEARD - ▁SOMETHING - ▁SEEMED - I - LO - ▁BECAUSE - OL - ▁END - ▁TOLD - ▁CON - ▁YES - ▁GOING - ▁GOT - RA - IR - ▁WOMAN - ▁GOD - EST - TED - ▁FIND - ▁KNEW - ▁SOON - ▁EACH - ▁SIDE - H - TON - MENT - ▁OH - NE - Z - LING - ▁AGAINST - TER - ▁NAME - ▁MISS - ▁QUITE - ▁WANT - ▁YEARS - ▁FEW - ▁BETTER - ENT - ▁HALF - ▁DONE - ▁ALSO - ▁BEGAN - ▁HAVING - ▁ENOUGH - IS - ▁LADY - ▁WHOLE - LESS - ▁BOTH - ▁SEEN - ▁SET - ▁WHITE - ▁COURSE - IES - ▁VOICE - ▁CALLED - ▁D - ▁EX - ATE - ▁TURNED - ▁GAVE - ▁C - ▁POOR - MAN - UT - NA - ▁DEAR - ISH - ▁GIRL - ▁MORNING - ▁BETWEEN - LED - ▁NOR - IA - ▁AMONG - MA - ▁ - ▁SMALL - ▁REST - ▁WHOM - ▁FELT - ▁HANDS - ▁MYSELF - ▁HIGH - ▁M - ▁HOWEVER - ▁HERSELF - ▁P - CO - ▁STOOD - ID - ▁KIND - ▁HUNDRED - AS - ▁ROUND - ▁ALMOST - TY - ▁SINCE - ▁G - AM - ▁LA - SE - ▁BOY - ▁MA - ▁PERHAPS - ▁WORDS - ATED - ▁HO - X - ▁MO - ▁SAT - ▁REPLIED - ▁FOUR - ▁ANYTHING - ▁TILL - ▁UNTIL - ▁BLACK - TION - ▁CRIED - RU - TE - ▁FACT - ▁HELP - ▁NEXT - ▁LOOKING - ▁DOES - ▁FRIEND - ▁LAY - ANCE - ▁POWER - ▁BROUGHT - VER - ▁FIRE - ▁KEEP - PO - FF - ▁COUNTRY - ▁SEA - ▁WORD - ▁CAR - ▁DAYS - ▁TOGETHER - ▁IMP - ▁REASON - KE - ▁INDEED - TING - ▁MATTER - ▁FULL - ▁TEN - TIC - ▁LAND - ▁RATHER - ▁AIR - ▁HOPE - ▁DA - ▁OPEN - ▁FEET - ▁EN - ▁FIVE - ▁POINT - ▁CO - OM - ▁LARGE - ▁B - ▁CL - ME - ▁GONE - ▁CHILD - INE - GG - ▁BEST - ▁DIS - UM - ▁HARD - ▁LORD - OUS - ▁WIFE - ▁SURE - ▁FORM - DE - ▁DEATH - ANT - ▁NATURE - ▁BA - ▁CARE - ▁BELIEVE - PP - ▁NEAR - ▁RO - ▁RED - ▁WAR - IE - ▁SPEAK - ▁FEAR - ▁CASE - ▁TAKEN - ▁ALONG - ▁CANNOT - ▁HEAR - ▁THEMSELVES - CI - ▁PRESENT - AD - ▁MASTER - ▁SON - ▁THUS - ▁LI - ▁LESS - ▁SUN - ▁TRUE - IM - IOUS - ▁THOUSAND - ▁MONEY - ▁W - ▁BEHIND - ▁CHILDREN - ▁DOCTOR - AC - ▁TWENTY - ▁WISH - ▁SOUND - ▁WHOSE - ▁LEAVE - ▁ANSWERED - ▁THOU - ▁DUR - ▁HA - ▁CERTAIN - ▁PO - ▁PASSED - GE - TO - ▁ARM - ▁LO - ▁STATE - ▁ALONE - TA - ▁SHOW - ▁NEED - ▁LIVE - ND - ▁DEAD - ENCE - ▁STRONG - ▁PRE - ▁TI - ▁GROUND - SH - TI - ▁SHORT - IAN - UN - ▁PRO - ▁HORSE - MI - ▁PRINCE - ARD - ▁FELL - ▁ORDER - ▁CALL - AT - ▁GIVEN - ▁DARK - ▁THEREFORE - ▁CLOSE - ▁BODY - ▁OTHERS - ▁SENT - ▁SECOND - ▁OFTEN - ▁CA - ▁MANNER - MO - NI - ▁BRING - ▁QUESTION - ▁HOUR - ▁BO - AGE - ▁ST - ▁TURN - ▁TABLE - ▁GENERAL - ▁EARTH - ▁BED - ▁REALLY - ▁SIX - 'NO' - IST - ▁BECOME - ▁USE - ▁READ - ▁SE - ▁VI - ▁COMING - ▁EVERYTHING - ▁EM - ▁ABOVE - ▁EVENING - ▁BEAUTIFUL - ▁FEEL - ▁RAN - ▁LEAST - ▁LAW - ▁ALREADY - ▁MEAN - ▁ROSE - WARD - ▁ITSELF - ▁SOUL - ▁SUDDENLY - ▁AROUND - RED - ▁ANSWER - ICAL - ▁RA - ▁WIND - ▁FINE - ▁WON - ▁WHETHER - ▁KNOWN - BER - NG - ▁TA - ▁CAPTAIN - ▁EYE - ▁PERSON - ▁WOMEN - ▁SORT - ▁ASK - ▁BROTHER - ▁USED - ▁HELD - ▁BIG - ▁RETURNED - ▁STRANGE - ▁BU - ▁PER - ▁FREE - ▁EITHER - ▁WITHIN - ▁DOUBT - ▁YEAR - ▁CLEAR - ▁SIGHT - ▁GRA - ▁LOST - ▁KEPT - ▁F - PE - ▁BAR - ▁TOWN - ▁SLEEP - ARY - ▁HAIR - ▁FRIENDS - ▁DREAM - ▁FELLOW - PER - ▁DEEP - QUE - ▁BECAME - ▁REAL - ▁PAST - ▁MAKING - RING - ▁COMP - ▁ACT - ▁BAD - HO - STER - ▁YE - ▁MEANS - ▁RUN - MEN - ▁DAUGHTER - ▁SENSE - ▁CITY - ▁SOMETIMES - ▁TOWARDS - ▁ROAD - ▁SP - ▁LU - ▁READY - ▁FOOT - ▁COLD - ▁SA - ▁LETTER - ▁ELSE - ▁MAR - ▁STA - BE - ▁TRUTH - ▁LE - BO - ▁BUSINESS - CHE - ▁JOHN - ▁SUBJECT - ▁COURT - ▁IDEA - ILY - ▁RIVER - ATING - ▁FAMILY - HE - ▁DIDN - ▁GLAD - ▁SEVERAL - IAL - ▁UNDERSTAND - ▁SC - ▁POSSIBLE - ▁DIFFERENT - ▁RETURN - ▁ARMS - ▁LOW - ▁HOLD - ▁TALK - ▁RU - ▁WINDOW - ▁INTEREST - ▁SISTER - SON - ▁SH - ▁BLOOD - ▁SAYS - ▁CAP - ▁DI - ▁HUMAN - ▁CAUSE - NCE - ▁THANK - ▁LATE - GO - ▁CUT - ▁ACROSS - ▁STORY - NT - ▁COUNT - ▁ABLE - DY - LEY - ▁NUMBER - ▁STAND - ▁CHURCH - ▁THY - ▁SUPPOSE - LES - BLE - OP - ▁EFFECT - BY - ▁K - ▁NA - ▁SPOKE - ▁MET - ▁GREEN - ▁HUSBAND - ▁RESPECT - ▁PA - ▁FOLLOWED - ▁REMEMBER - ▁LONGER - ▁AGE - ▁TAKING - ▁LINE - ▁SEEM - ▁HAPPY - LAND - EM - ▁STAY - ▁PLAY - ▁COMMON - ▁GA - ▁BOOK - ▁TIMES - ▁OBJECT - ▁SEVEN - QUI - DO - UND - ▁FL - ▁PRETTY - ▁FAIR - WAY - ▁WOOD - ▁REACHED - ▁APPEARED - ▁SWEET - ▁FALL - BA - ▁PASS - ▁SIGN - ▁TREE - IONS - ▁GARDEN - ▁ILL - ▁ART - ▁REMAIN - ▁OPENED - ▁BRIGHT - ▁STREET - ▁TROUBLE - ▁PAIN - ▁CONTINUED - ▁SCHOOL - OUR - ▁CARRIED - ▁SAYING - HA - ▁CHANGE - ▁FOLLOW - ▁GOLD - ▁SW - ▁FEELING - ▁COMMAND - ▁BEAR - ▁CERTAINLY - ▁BLUE - ▁NE - CA - ▁WILD - ▁ACCOUNT - ▁OUGHT - UD - ▁T - ▁BREATH - ▁WANTED - ▁RI - ▁HEAVEN - ▁PURPOSE - ▁CHARACTER - ▁RICH - ▁PE - ▁DRESS - OS - FA - ▁TH - ▁ENGLISH - ▁CHANCE - ▁SHIP - ▁VIEW - ▁TOWARD - AK - ▁JOY - ▁JA - ▁HAR - ▁NEITHER - ▁FORCE - ▁UNCLE - DER - ▁PLAN - ▁PRINCESS - DI - ▁CHIEF - ▁HAT - ▁LIVED - ▁AB - ▁VISIT - ▁MOR - TEN - ▁WALL - UC - ▁MINE - ▁PLEASURE - ▁SMILE - ▁FRONT - ▁HU - ▁DEAL - OW - ▁FURTHER - GED - ▁TRIED - DA - VA - ▁NONE - ▁ENTERED - ▁QUEEN - ▁PAY - ▁EL - ▁EXCEPT - ▁SHA - ▁FORWARD - ▁EIGHT - ▁ADDED - ▁PUBLIC - ▁EIGHTEEN - ▁STAR - ▁HAPPENED - ▁LED - ▁WALKED - ▁ALTHOUGH - ▁LATER - ▁SPIRIT - ▁WALK - ▁BIT - ▁MEET - LIN - ▁FI - LT - ▁MOUTH - ▁WAIT - ▁HOURS - ▁LIVING - ▁YOURSELF - ▁FAST - ▁CHA - ▁HALL - ▁BEYOND - ▁BOAT - ▁SECRET - ENS - ▁CHAIR - RN - ▁RECEIVED - ▁CAT - RESS - ▁DESIRE - ▁GENTLEMAN - UGH - ▁LAID - EVER - ▁OCCASION - ▁WONDER - ▁GU - ▁PARTY - DEN - ▁FISH - ▁SEND - ▁NEARLY - ▁TRY - CON - ▁SEEMS - RS - ▁BELL - ▁BRA - ▁SILENCE - IG - ▁GUARD - ▁DIE - ▁DOING - ▁TU - ▁COR - ▁EARLY - ▁BANK - ▁FIGURE - IF - ▁ENGLAND - ▁MARY - ▁AFRAID - LER - ▁FO - ▁WATCH - ▁FA - ▁VA - ▁GRE - ▁AUNT - PED - ▁SERVICE - ▁JE - ▁PEN - ▁MINUTES - ▁PAN - ▁TREES - NED - ▁GLASS - ▁TONE - ▁PLEASE - ▁FORTH - ▁CROSS - ▁EXCLAIMED - ▁DREW - ▁EAT - ▁AH - ▁GRAVE - ▁CUR - PA - URE - CENT - ▁MILES - ▁SOFT - ▁AGO - ▁POSITION - ▁WARM - ▁LENGTH - ▁NECESSARY - ▁THINKING - ▁PICTURE - ▁PI - SHIP - IBLE - ▁HEAVY - ▁ATTENTION - ▁DOG - ABLY - ▁STANDING - ▁NATURAL - ▁APPEAR - OV - ▁CAUGHT - VO - ISM - ▁SPRING - ▁EXPERIENCE - ▁PAT - OT - ▁STOPPED - ▁REGARD - ▁HARDLY - ▁SELF - ▁STRENGTH - ▁GREW - ▁KNIGHT - ▁OPINION - ▁WIDE - ▁INSTEAD - ▁SOUTH - ▁TRANS - ▁CORNER - ▁LEARN - ▁ISLAND - ▁MI - ▁THIRD - ▁STE - ▁STRAIGHT - ▁TEA - ▁BOUND - ▁SEEING - ▁JU - ▁DINNER - ▁BEAUTY - ▁PEACE - AH - ▁REP - ▁SILENT - ▁CRE - ALLY - RIC - ▁STEP - ▁VER - ▁JO - GER - ▁SITTING - ▁THIRTY - ▁SAVE - ENED - ▁GLANCE - ▁REACH - ▁ACTION - ▁SAL - ▁SAD - ▁STONE - ITIES - ▁FRENCH - ▁STRUCK - ▁PAPER - ▁WHATEVER - ▁SUB - ▁DISTANCE - ▁WRONG - ▁KNOWLEDGE - ▁SAFE - ▁SNOW - ▁MUSIC - ▁FIFTY - RON - ▁ATTEMPT - ▁GOVERNMENT - TU - ▁CROWD - ▁BESIDES - ▁LOVED - ▁BOX - ▁DIRECTION - ▁TRAIN - ▁NORTH - ▁THICK - ▁GETTING - AV - ▁FLOOR - ▁COMPANY - ▁BLOW - ▁PLAIN - TRO - ▁BESIDE - ▁ROCK - ▁IMMEDIATELY - FI - ▁SHADOW - ▁SIT - ORS - ILE - ▁DRINK - ▁SPOT - ▁DANGER - ▁AL - ▁SAINT - ▁SLOWLY - ▁PALACE - IER - ▁RESULT - ▁PETER - ▁FOREST - ▁BELONG - ▁SU - ▁PAR - RIS - ▁TEARS - ▁APPEARANCE - ▁GATE - BU - ITION - ▁QUICKLY - ▁QUIET - ▁LONDON - ▁START - ▁BROWN - TRA - KIN - ▁CONSIDER - ▁BATTLE - ▁ANNE - ▁PIECE - ▁DIED - ▁SUCCESS - ▁LIPS - ▁FILLED - ▁FORGET - ▁POST - IFIED - ▁MARGARET - ▁FOOD - HAM - ▁PLEASANT - ▁FE - ▁EXPRESSION - ▁POCKET - ▁FRESH - ▁WEAR - TRI - ▁BROKEN - ▁LAUGHED - GING - ▁FOLLOWING - WN - IP - ▁TOUCH - ▁YOUTH - ATIVE - ▁LEG - ▁WEEK - ▁REMAINED - ▁EASY - NER - RK - ▁ENTER - ▁FIGHT - ▁PLACED - ▁TRAVEL - ▁SIMPLE - ▁GIRLS - ▁WAITING - ▁STOP - ▁WAVE - AU - ▁WISE - ▁CAMP - TURE - UB - ▁VE - ▁OFFICE - ▁GRAND - ▁FIT - ▁JUDGE - UP - MENTS - ▁QUICK - HI - ▁FLO - RIES - VAL - ▁COMFORT - ▁PARTICULAR - ▁STARTED - ▁SUIT - ▁NI - ▁PALE - ▁IMPOSSIBLE - ▁HOT - ▁CONVERSATION - ▁SCENE - ▁BOYS - ▁WIN - ▁BRE - ▁SOCIETY - ▁OUTSIDE - ▁WRITE - ▁EFFORT - ▁TALKING - ▁FORTUNE - ▁NINE - ▁WA - ▁SINGLE - ▁RULE - ▁PORT - ▁WINTER - ▁CAST - ▁CRA - ▁HAPPEN - ▁CRO - ▁SHUT - NING - ▁GUN - ▁NOBLE - ▁BEGIN - ▁PATH - ▁SKY - ▁WONDERFUL - ▁SUDDEN - ▁ARMY - ▁CHE - ▁WORTH - ▁MOUNTAIN - ▁MIN - AG - ▁FLU - ▁GRACE - ▁CHAPTER - ▁BELOW - ▁RING - ▁TURNING - ▁IRON - ▁TOP - ▁AFTERNOON - ORY - ▁EVIL - ▁TRUST - ▁BOW - ▁TRI - ▁SAIL - ▁CONTENT - ▁HORSES - ITE - ▁SILVER - AP - ▁LAD - ▁RUNNING - ▁HILL - ▁BEGINNING - ▁MAD - ▁HABIT - GRA - ▁CLOTHES - ▁MORROW - ▁CRY - ▁FASHION - ▁PRESENCE - ▁Z - FE - ▁ARRIVED - ▁QUARTER - ▁PERFECT - ▁WO - ▁TRA - ▁USUAL - ▁NECK - ▁MARRIED - ▁SEAT - ▁WI - ▁GAR - ▁SAND - ▁SHORE - ▁GIVING - NY - ▁PROBABLY - ▁MINUTE - ▁EXPECT - ▁DU - ▁SHOT - ▁INSTANT - ▁DEGREE - ▁COLOR - ▁WEST - RT - ▁MARCH - ▁BIRD - ▁SHOWED - ▁GREATER - ▁SERIOUS - ▁CARRY - ▁COVERED - 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▁SENSIBLE - FALL - ▁ADDRESSED - ▁GIL - ▁COUNSEL - ▁PURCHASE - ▁SELECT - ▁USELESS - ▁STARED - ▁ARREST - ▁POISON - ▁FIN - ▁SWALLOW - ▁BLOCK - ▁SLID - ▁NINETY - ▁SPORT - ▁PROVIDE - ▁ANNA - ▁LAMB - ▁INTERVAL - ▁JUMP - ▁DESCRIBED - ▁STRIKING - ▁PROVISION - ▁PROPOSED - ▁MELANCHOLY - ▁WARRIOR - ▁SUGGEST - ▁DEPARTURE - ▁BURDEN - ▁LIMB - ▁TROUBLED - ▁MEADOW - ▁SACRED - ▁SOLID - ▁TRU - ▁LUCY - ▁RECOVER - ▁ENERGY - ▁POWDER - ▁RESUMED - ▁INTENSE - ▁BRITISH - ▁STRAW - ▁AGREEABLE - ▁EVERYONE - ▁CONCERN - ▁VOYAGE - ▁SOUTHERN - ▁BOSOM - ▁UTTERLY - ▁FEED - ▁ESSENTIAL - ▁CONFINE - ▁HOUSEHOLD - ▁EXTREMELY - ▁WONDERING - ▁LIST - ▁PINE - PHA - ▁EXPERIMENT - ▁JOSEPH - ▁MYSTERY - ▁RESTORE - ▁BLUSH - FOLD - ▁CHOSEN - ▁INTELLECT - ▁CURTAIN - OLOGY - ▁MOUNTED - ▁LAP - ▁EPI - ▁PUNISH - ▁WEDDING - ▁RECOGNIZED - ▁DRIFT - ▁PREPARATION - ▁RESOLUTION - ▁OPPRESS - ▁FIX - ▁VICTIM - OGRAPH - ▁SUMMON - ▁JULIA - ▁FLOOD - ▁WAL - ULATION - ▁SLIGHTLY - ▁LODGE - ▁WIRE - ▁CONFUSION - ▁UNEXPECTED - ▁CONCEIVE - ▁PRIZE - ▁JESUS - ▁ADDITION - ▁RUDE - ▁FATAL - ▁CARELESS - ▁PATCH - ▁KO - ▁CATHERINE - ▁PARLIAMENT - ▁PROFOUND - ▁ALOUD - ▁RELIEVE - ▁PUSH - ABILITY - ▁ACCOMPANIED - ▁SOVEREIGN - ▁SINGULAR - ▁ECHO - ▁COMPOSED - ▁SHAKING - ATORY - ▁ASSISTANCE - ▁TEACHER - ▁HORRIBLE - ▁STRICT - ▁VERSE - ▁PUNISHMENT - ▁GOWN - ▁MISTAKEN - ▁VARI - ▁SWEPT - ▁GESTURE - ▁BUSH - ▁STEEL - ▁AFFECTED - ▁DIRECTED - ▁SURROUNDED - ▁ABSURD - ▁SUGAR - ▁SCRAP - ▁IMMEDIATE - ▁SADDLE - ▁TY - ▁ARISE - ▁SIGHED - ▁EXCHANGE - ▁IMPATIENT - ▁SNAP - ▁EMBRACE - ▁DISEASE - ▁PROFIT - ▁RIDING - ▁RECOVERED - ▁GOVERN - ▁STRETCH - ▁CONVINCED - ▁LEANING - ▁DOMESTIC - ▁COMPLEX - ▁MANIFEST - ▁INDULGE - ▁GENIUS - ▁AGENT - ▁VEIL - ▁DESCRIPTION - ▁INCLINED - ▁DECEIVE - ▁DARLING - ▁REIGN - HU - ▁ENORMOUS - ▁RESTRAIN - ▁DUTIES - BURY - TTERED - ▁POLE - ▁ENABLE - ▁EXCEPTION - ▁INTIMATE - ▁COUNTESS - ▁TRIBE - ▁HANDKERCHIEF - ▁MIDNIGHT - ▁PROBLEM - ▁TRAMP - ▁OIL - CAST - ▁CRUSH - ▁DISCUSS - ▁RAM - ▁TROT - ▁UNRE - ▁WHIRL - ▁LOCKED - ▁HORIZON - ▁OFFICIAL - ▁SCHEME - ▁DROWN - ▁PIERRE - ▁PERMITTED - ▁CONNECTED - ▁ASSURE - ▁COCK - ▁UTMOST - ▁DEVOTED - ▁RELI - ▁SUFFICIENTLY - ▁INTELLECTUAL - ▁CARPET - ▁OBJECTION - ▁AFTERWARD - ▁REALITY - ▁NEGRO - ▁RETAIN - ▁ASCEND - ▁CEASE - ▁KATE - ▁MARVEL - KO - ▁BOND - MOST - ▁COAL - GATE - ▁IGNORANT - ▁BREAKING - ▁TWIN - ▁ASTONISHMENT - ▁COFFEE - ▁JAR - ▁CITIES - ▁ORIGIN - ▁EXECUT - ▁FINAL - ▁INHABITANTS - ▁STABLE - ▁CHIN - ▁PARTIES - ▁PLUNGE - ▁GENEROUS - ▁DESCRIBE - ▁ANNOUNCED - ▁MERIT - ▁REVERE - ▁ERE - ACIOUS - ZI - ▁DISAPPOINT - ▁SUGGESTION - ▁DOUBTLESS - ▁TRUNK - ▁STAMP - ▁JOB - ▁APPOINTED - ▁DIVIDED - ▁ACQUAINTED - CHI - ▁ABSOLUTE - ▁FEARFUL - ▁PRIVILEGE - ▁CRAFT - ▁STEEP - ▁HUNTER - ▁FORBID - ▁MODEST - ▁ENDEAVOUR - ▁SWEEP - ▁BEHELD - ▁ABSORB - ▁CONSTRUCT - ▁EMPIRE - ▁EXPEDITION - ▁ERECT - ▁OFFEND - ▁INTEND - ▁PERMIT - ▁DESTROYED - ▁CONTRACT - ▁THIRST - ▁WAGON - ▁EVA - ▁GLOOM - ▁ATMOSPHERE - ▁RESERVE - ▁VOTE - ▁GER - ▁NONSENSE - ▁PREVAIL - ▁QUALITY - ▁CLASP - ▁CONCLUDED - ▁RAP - ▁KATY - ▁ETERNAL - ▁MUTTERED - ▁NEGLECT - ▁SQUIRE - ▁CREEP - LOCK - ▁ELECTRIC - ▁HAY - ▁EXPENSE - ▁SCORN - ▁RETIRED - ▁STOUT - ▁MURMUR - ▁SHARPLY - ▁DISTRICT - ▁LEAF - ▁FAILURE - WICK - ▁JEAN - ▁NUMEROUS - ▁INFANT - ▁REALIZED - ▁TRAVELLER - ▁HUNGER - ▁JUNE - ▁MUN - ▁RECOMMEND - ▁CREP - ZZLE - ▁RICHARD - WORK - ▁MONTE - ▁PREACH - ▁PALM - AVI - ▁ANYWHERE - ▁DISPOSITION - ▁MIRROR - ▁VENTURE - ▁POUND - ▁CIGAR - ▁INVITED - ▁BENCH - ▁PROTECTION - ▁BENEFIT - ▁THOMAS - ▁CLERK - ▁REPROACH - ▁UNIFORM - ▁GENERATION - ▁SEAL - ▁COMPASS - ▁WARNING - ▁EXTENDED - ▁DIFFICULTIES - ▁MAYBE - ▁GROAN - ▁AFFECT - ▁COMB - ▁EARN - ▁WESTERN - ▁IDLE - ▁SCORE - ▁TAP - ▁ASTONISHED - ▁INTRODUCED - ▁LEISURE - ▁LIEUTENANT - ▁VIOLENCE - ▁FIRMLY - ▁MONSTER - ▁UR - ▁PROPERLY - ▁TWIST - ▁PIRATE - ▁ROBBER - ▁BATTER - ▁WEPT - ▁LEANED - ▁FOG - ▁ORNAMENT - ▁ANDREW - ▁BUSHES - ▁REPUBLIC - ▁CONFIDENT - ▁LEAN - ▁DART - ▁STOOP - ▁CURL - ▁COUNTER - ▁NORTHERN - ▁PEARL - ▁NEAREST - ▁FRANCIS - ▁WANDERING - ▁FREQUENT - ▁STARTLED - ▁STATEMENT - ▁OCCUR - ▁BLOOM - ▁NERVE - ▁INSPECT - ▁INDUCE - ▁FLATTER - ▁DATE - ▁AMBITION - ▁SLOPE - ▁MALE - ▁MADAM - ▁MONK - ▁RENT - ▁CONFIRM - ▁INVESTIGAT - ▁RABBIT - ▁REGIMENT - ▁SUBMIT - ▁SPELL - ▁FURIOUS - ▁RAIL - ▁BESTOW - ▁RALPH - ▁SCATTERED - ▁COMPELLED - ▁THREAD - ▁CHILL - ▁DENY - ▁PRONOUNC - ▁MANKIND - ▁CATTLE - ▁EXECUTION - ▁REBEL - ▁SUPREME - ▁VALUABLE - ▁LIKEWISE - ▁CONVEY - ▁TIDE - ▁GLOOMY - ▁COIN - ▁ACTUAL - ▁TAX - ▁PROVINCE - ▁GRATEFUL - ▁SPIRITUAL - ▁VANISHED - ▁DIANA - ▁HAUNT - ▁DRAGON - ▁CRAWL - ▁CHINA - ▁GRATITUDE - ▁NEAT - ▁FINISH - ▁INTENT - ▁FRIGHT - ▁EMBARRASS - ▁THIRTEEN - ▁RUTH - ▁SLIGHTEST - ▁DEVELOPMENT - ▁INTERVIEW - ▁SPECTACLE - ▁BROOK - VIE - ▁WEAKNESS - ▁AUDIENCE - ▁CONSEQUENTLY - ▁ABROAD - ▁ASPECT - ▁PAINTED - ▁RELEASE - ▁INSULT - ▁SOOTH - ▁DISAPPOINTMENT - ▁EMERG - ▁BRIG - ▁ESTEEM - ▁INVITATION - ▁PASSENGER - ▁PUBLISH - ▁PIANO - ▁IRISH - ▁DESK - ▁BEATEN - ▁FIFTH - ▁IMPULSE - ▁SWEAR - ▁EATEN - ▁PURPLE - ▁COMMITTED - ▁COUNTRIES - ▁PERCEIVE - ISON - ▁CELEBRAT - ▁GRANDMOTHER - ▁SHUDDER - ▁SUNSHINE - ▁SPANISH - ▁HITHERTO - ▁MARILLA - ▁SNAKE - ▁MOCK - ▁INTERFERE - ▁WALTER - ▁AMID - ▁MARBLE - ▁MISSION - TERIOR - ▁DRIVING - ▁FURNITURE - ▁STEADY - ▁CIRCUMSTANCE - ▁INTERPRET - ▁ENCHANT - ▁ERROR - ▁CONVICTION - ▁HELPLESS - ▁MEDICINE - ▁QUALITIES - ▁ITALIAN - ▁HASTENED - ▁OCCASIONALLY - ▁PURSUED - ▁HESITATED - ▁INDEPENDENT - ▁OLIVER - ▁LINGER - UX - ▁EXAMINED - ▁REPENT - ▁PHYSICIAN - ▁CHASE - ▁BELOVED - ▁ATTACHED - ▁FLORENCE - ▁HONEY - ▁MOUSE - ▁CRIES - ▁BAKE - ▁POEM - ▁DESTRUCTION - ▁FULFIL - ▁MESSENGER - ▁TRISTRAM - ▁FANCIED - ▁EXCESS - ▁CURSE - ▁CHU - ▁QUANTITY - ▁THORNTON - ▁CREATED - ▁CONTINUALLY - ▁LIGHTNING - ▁BORNE - ▁TOTAL - ▁DISPOSED - ▁RIFLE - ▁POLLY - ▁GOAT - ▁BACKWARD - ▁VIRGINIA - ▁KICK - ▁PERIL - ▁QUO - ▁GLORIOUS - ▁MULTITUDE - ▁LEATHER - ▁ABSENT - ▁DEMON - ▁DEBT - ▁TORTURE - ▁ACCORD - ▁MATE - ▁CATHOLIC - ▁PILL - ▁LIBRARY - ▁PURSUIT - ▁SHIRT - ▁DEAREST - ▁COLLAR - ▁BEACH - ▁ROBE - ▁DECLARE - ▁BRANCH - ▁TEMPT - ▁STEADILY - ▁DISGUST - ▁SILLY - ▁ARRIVE - ▁DRANK - ▁LEVI - ▁COMMUNICAT - ▁RACHEL - ▁WASHINGTON - ▁RESIGN - ▁MEANTIME - ▁LACE - ▁ENGAGEMENT - ▁QUIVER - ▁SEPARATED - ▁DISCUSSION - ▁VENTURED - ▁SURROUNDING - ▁POLISH - ▁NAIL - ▁SWELL - ▁JOKE - ▁LINCOLN - ▁STUDENT - ▁GLITTER - ▁RUSSIAN - ▁READILY - ▁CHRIS - ▁POVERTY - ▁DISGRACE - ▁CHEESE - ▁HEAVILY - ▁SCALE - ▁STAFF - ▁ENTREAT - ▁FAREWELL - ▁LUNCH - ▁PEEP - ▁MULE - ▁SOMEONE - ▁DISAPPEAR - ▁DECISION - ▁PISTOL - ▁PUN - ▁SPUR - ▁ASSUMED - ▁EXTEND - ▁ENTHUSIASM - ▁DEFINITE - ▁UNDERTAKE - ▁COMMITTEE - ▁SIMON - ▁FENCE - ▁APPLIED - ▁RELATED - ▁VICE - ▁UNPLEASANT - ▁PROBABLE - ▁PROCURE - ▁FROWN - ▁CLOAK - ▁HUMANITY - ▁FAMILIES - ▁PHILOSOPHER - ▁DWARF - ▁OVERCOME - ▁DEFEAT - ▁FASTENED - ▁MARSH - ▁CLASSES - ▁TOMB - ▁GRACIOUS - ▁REMOTE - ▁CELL - ▁SHRIEK - ▁RESCUE - ▁POOL - ▁ORGANIZ - ▁CHOSE - ▁CUTTING - ▁COWARD - ▁BORDER - ▁DIRTY - ▁MONKEY - ▁HOOK - ▁CHUCK - ▁EMILY - ▁JEST - ▁PLAC - ▁WEIGH - ▁ASSOCIATE - ▁GLIMPSE - ▁STUCK - ▁BOLT - ▁MURDERER - ▁PONY - ▁DISTINGUISH - ▁INSTITUTION - ▁CUNNING - ▁COMPLIMENT - ▁APPETITE - ▁REPUTATION - 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▁RESORT - ▁OUTRAGE - ▁AMBASSADOR - ▁CONSOLATION - ▁RECOGNITION - ▁REMORSE - ▁BEHALF - ▁FORMIDABLE - ▁GRAVITY - ▁DIVIDE - ▁CONFRONT - ▁GIGANTIC - ▁OCTOBER - ▁FLANK - ▁SLEW - ▁CLARA - ▁FILM - ▁BULK - ▁POMP - ▁ELEANOR - ▁EMPHASIS - ▁JAPANESE - ▁CAVALRY - ▁EXCLUSIVE - ▁PERFUME - ▁BRONZE - ▁FEDERAL - ▁LIQUID - ▁RUBBING - ▁OVEN - DOLPH - ▁CONVULS - ▁DEPRIVED - ▁RESPONSIBILITY - ▁SIGNIFICANT - ▁WAISTCOAT - ▁CLUSTER - ▁MARTHA - ▁REVERSE - ▁ATTORNEY - ▁DROOP - ▁SKILFUL - ▁HABITUAL - ▁PUMP - ▁INTERVEN - ▁OWL - ▁CONJECTURE - ▁FANTASTIC - ▁RESPONSIBLE - ▁DESTINED - ▁DOCUMENT - ▁THEREUPON - ▁GODDESS - ▁PACIFIC - ▁WARRANT - ▁COSTUME - ▁BRIDLE - ▁CALIFORNIA - ▁DEMOCRATIC - ▁EUSTACE - ▁SQUIRREL - ▁UNCOMMON - ▁MARVELLOUS - ▁PLOUGH - ▁TRAGEDY - ▁VAULT - ▁HESITATE - ▁REFRAIN - ▁ADMIRING - ▁CORPORAL - ▁ENTITLED - ▁SHREWD - ▁SQUEEZ - ▁ACCURATE - ▁TEMPEST - ▁MONUMENT - ▁SIEGE - ▁CHINESE - ▁RAVEN - ▁LOUNG - ▁ASSASSIN - ▁INFLICT - ▁AGITATED - ▁DESIRABLE - ▁EARLIEST - ▁LAUNCH - ▁PILOT - ▁PULSE - ▁MUTE - LEIGH - ▁LIQUOR - ▁SCARECROW - ▁SKULL - ▁DESOLATE - ▁SUBLIME - ▁SERENE - ▁RECESS - ▁WAKING - ▁CHARLOTTE - ▁CIRCULAR - ▁INJUSTICE - ▁PINOCCHIO - ▁PRISCILLA - ▁THYSELF - ▁OCCURRENCE - ▁CASUAL - ▁FRANTIC - ▁LEGEND - ▁FERTIL - ▁BACKGROUND - ▁DELICACY - ▁ESTRALLA - ▁MANUSCRIPT - ▁RESPONSE - ▁UNIVERSITY - ▁WOLVES - ▁SCANDAL - ▁STUMBLE - ▁HOARSE - ▁BODILY - ▁CONVENT - ▁EXAMINING - ▁INCAPABLE - ▁PERCEIVING - ▁PHILADELPHIA - ▁SUBSEQUENT - ▁THIEVES - ▁ACCUMULAT - ▁DAMSEL - ▁SCOTCH - ▁UNDERNEATH - ▁NOBILITY - ▁SMASH - ▁REVOLT - ▁ENGAGE - ▁CATHEDRAL - ▁CHAMPION - ▁DESPATCH - ▁ETERNITY - ▁JANUARY - ▁PLEADED - ▁PROBABILITY - ▁JIMMIE - ▁PARALLEL - ▁FISHERMAN - ▁JERRY - ▁SWORE - ▁DRAUGHT - ▁OPPONENT - ▁PRIMITIVE - ▁SIGNIFICANCE - ▁SUBSTANTIAL - ▁AMAZED - ▁DUNBAR - ▁COMMEND - ▁CONTEMPLATE - ▁TESTIMONY - ▁IMPERIAL - ▁ADAPT - ▁JUICE - ▁CALAMIT - CULAR - ▁CHATEAU - ▁PHOENIX - ▁PRUDENT - ▁SOLUTION - ▁VILLEFORT - ▁REACTION - ▁RELAX - ▁YU - ▁PROHIBIT - ▁DISTRUST - ▁PLUNDER - ▁WELFARE - ▁NAVIGAT - ▁PARLOR - ▁LAZY - ▁DETACH - OMETER - ▁PRIV - ▁DISCOURAGE - ▁OBSTINATE - ▁REJOICING - ▁SERMON - ▁VEHICLE - ▁FANCIES - ▁ENLIGHTEN - ▁ACUTE - ▁ILLUSION - ▁ANTHEA - ▁MARTIAN - ▁EXCITE - ▁GENEROSITY - OLOGIST - ▁AMAZING - ▁UNWORTHY - ▁INTERNAL - ▁INCENSE - ▁VIBRAT - ▁ADHERE - ROACH - ▁FEBRUARY - ▁MEXICAN - ▁POTATOES - ▁INCESSANT - ▁INTERPOSED - ▁PARCEL - ▁VEXED - ▁PROMOTE - MIDST - ▁ARISTOCRAT - ▁CYRIL - ▁EMBARK - ▁ABUNDANCE - ▁LITERALLY - ▁SURGEON - ▁TERRACE - ▁ATLANTIC - ▁MARTYR - ▁SPECK - ▁SENATE - ▁LOAF - ▁ADMINISTER - ▁APPREHEND - ▁SUBDUED - ▁TEMPORARY - ▁DOMINION - ▁ELABORATE - ▁DIGNIFIED - ▁ELIZA - ▁SPLASH - ▁CONSEIL - ▁DEXTER - ▁UNSEEN - ▁TRAGIC - VOCATION - ▁GRATIFY - ▁BACHELOR - ▁DEFENSE - ▁EXCURSION - ▁FACULTIES - ▁PROPRIETOR - ▁SYMPATHETIC - ▁UNNECESSARY - ▁RADIANT - ▁VACANT - ▁OUNCE - ▁SCREW - ▁PHENOMENON - ▁PROMINENT - ▁WORRIED - ▁STUDIES - ▁CLIMATE - ▁KEITH - ▁ARAMIS - ▁BLISS - ▁CONTINUAL - ▁SURPASS - ▁HEBREW - ▁IDENTITY - ▁PROVOKE - ▁TEMPERAMENT - ▁CHARIOT - ▁HARBOR - ▁NINTH - ▁PRIOR - ▁DESIROUS - ▁JERUSALEM - ▁UNDERTAKING - ▁EDISON - ▁MIRTH - ▁SCOUT - ▁APPARATUS - ▁ILLUSTRATION - ▁INTELLIGIBLE - ▁INVARIABLY - ▁PIERCED - ▁REVIEW - ▁FLICKER - ▁HAZARD - ▁REVELATION - ▁DIXON - ▁EXCITING - ▁GOSPEL - ▁CONSTANCE - ▁OVERTAKE - ▁GUINEA - ▁ALADDIN - ▁CHICAGO - ▁TULLIVER - ▁HAMILTON - ▁GARRISON - ▁DISCIPLE - ▁INTENSITY - ▁TRAITOR - ▁CHANCELLOR - ▁PROVERB - ▁DAGGER - ▁FORESEE - ▁CONFIDE - ▁GLIMMER - ▁CHAUVELIN - ▁ILLUSTRATE - ▁VOLUNTEER - ▁JUNGLE - ▁STREAK - ▁SUNRISE - ▁DISSOLV - ▁QUEST - ▁AWHILE - ▁FELICITY - ▁LEGISLATURE - ▁LEONORA - ▁MAGAZINE - ▁PITIFUL - ▁COLONY - ▁SHAWL - ▁ARRIVING - ▁FUNDAMENTAL - ▁CARPENTER - ▁OVERFLOW - ▁EXPAND - ▁HARVEST - ▁FEMININE - ▁INNUMERABLE - ▁SCRAMBLE - ▁TWENTIETH - ▁TRIFLING - ▁GHASTL - ▁CONQUEST - ▁DANIEL - ▁FACILIT - ▁FORSAKE - ▁BEHAVIOUR - ▁GORGEOUS - ▁PRODUCING - ▁HAPPIER - ▁PROMISING - ▁RAINBOW - ▁INSTINCTIVELY - ▁DECREE - ▁EYEBROWS - ▁IRRESISTIBLE - ▁PHARAOH - ▁SCROOGE - ▁UNNATURAL - ▁CRUMBS - ▁REFINED - ▁DREARY - ▁TRENCH - ▁CONVINCE - ▁FRINGE - ▁EXTREMITY - ▁INTIMACY - ▁SCOUNDREL - ▁SUFFRAGE - ▁UNEASINESS - ▁BARRICADE - ▁CIRCULAT - ▁SAMUEL - ▁BRUCE - ▁DARCY - init: xavier_uniform input_size: 83 ctc_conf: dropout_rate: 0.0 ctc_type: builtin reduce: true ignore_nan_grad: false model_conf: ctc_weight: 0.3 lsm_weight: 0.1 length_normalized_loss: false use_preprocessor: true token_type: bpe bpemodel: data/en_token_list/bpe_unigram5000/bpe.model non_linguistic_symbols: null cleaner: null g2p: null speech_volume_normalize: null rir_scp: null rir_apply_prob: 1.0 noise_scp: null noise_apply_prob: 1.0 noise_db_range: '13_15' frontend: null frontend_conf: {} specaug: specaug specaug_conf: apply_time_warp: true time_warp_window: 5 time_warp_mode: bicubic apply_freq_mask: true freq_mask_width_range: - 0 - 30 num_freq_mask: 2 apply_time_mask: true time_mask_width_range: - 0 - 40 num_time_mask: 2 normalize: global_mvn normalize_conf: stats_file: exp/asr_stats_fbank_pitch_en_bpe5000_sp/train/feats_stats.npz preencoder: null preencoder_conf: {} encoder: contextual_block_transformer encoder_conf: output_size: 256 attention_heads: 4 linear_units: 2048 num_blocks: 12 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.0 input_layer: conv2d normalize_before: true block_size: 40 hop_size: 16 look_ahead: 16 init_average: true ctx_pos_enc: true decoder: transformer decoder_conf: attention_heads: 4 linear_units: 2048 num_blocks: 6 dropout_rate: 0.1 positional_dropout_rate: 0.1 self_attention_dropout_rate: 0.0 src_attention_dropout_rate: 0.0 required: - output_dir - token_list version: 0.9.7 distributed: true ```
### Citing ESPnet ```BibTex @inproceedings{watanabe2018espnet, author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai}, title={{ESPnet}: End-to-End Speech Processing Toolkit}, year={2018}, booktitle={Proceedings of Interspeech}, pages={2207--2211}, doi={10.21437/Interspeech.2018-1456}, url={http://dx.doi.org/10.21437/Interspeech.2018-1456} } ``` or arXiv: ```bibtex @misc{watanabe2018espnet, title={ESPnet: End-to-End Speech Processing Toolkit}, author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai}, year={2018}, eprint={1804.00015}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```