--- tags: - espnet - audio - automatic-speech-recognition language: en datasets: - libriheavy_small license: cc-by-4.0 --- ## ESPnet2 ASR model ### `espnet/libriheavy_small_ebranchformer` This model was trained by miamoto using libriheavy_small recipe in [espnet](https://github.com/espnet/espnet/). ### Demo: How to use in ESPnet2 Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) if you haven't done that already. ```bash cd espnet git checkout f6f011d328fb877b098321975280cadf8c64247a pip install -e . cd egs2/libriheavy_small/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Miamoto/libriheavy_small_ebranchformer ``` # RESULTS ## Environments - date: `Fri Oct 18 10:37:57 WEST 2024` - python version: `3.10.14 | packaged by conda-forge | (main, Mar 20 2024, 12:45:18) [GCC 12.3.0]` - espnet version: `espnet 202402` - pytorch version: `pytorch 2.1.0` - Git hash: `f6f011d328fb877b098321975280cadf8c64247a` - Commit date: `Tue Apr 9 01:44:27 2024 +0000` ## exp/asr_train_asr_e_branchformer_raw_en_bpe5000_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/test_clean|2557|102701|96.0|3.3|0.7|0.6|4.6|67.5| |decode_asr_asr_model_valid.acc.ave/test_other|2815|111836|90.8|7.1|2.0|1.1|10.2|82.9| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/test_clean|2557|533368|98.6|0.6|0.8|0.5|1.9|67.5| |decode_asr_asr_model_valid.acc.ave/test_other|2815|581017|96.4|1.6|2.0|1.1|4.7|82.9| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/test_clean|2557|127083|94.7|3.3|1.9|0.7|5.9|67.5| |decode_asr_asr_model_valid.acc.ave/test_other|2815|144295|88.3|6.6|5.2|1.3|13.0|82.9| ## exp/asr_train_asr_e_branchformer_raw_en_bpe5000_sp/decode_asr_asr_model_valid.acc.ave ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |org/dev|5348|218645|93.3|5.3|1.4|0.8|7.5|76.3| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |org/dev|5348|1137810|97.5|1.1|1.4|0.8|3.3|76.3| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |org/dev|5348|277457|91.4|5.0|3.7|1.0|9.6|76.3| ## ASR config
expand ``` config: conf/train_asr_e_branchformer.yaml print_config: false log_level: INFO drop_last_iter: false dry_run: false iterator_type: sequence valid_iterator_type: null output_dir: exp/asr_train_asr_e_branchformer_raw_en_bpe5000_sp ngpu: 1 seed: 0 num_workers: 4 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: null dist_rank: null local_rank: 0 dist_master_addr: null dist_master_port: null dist_launcher: null multiprocessing_distributed: false unused_parameters: true sharded_ddp: false use_memory: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 80 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 nbest_averaging_interval: 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: true log_interval: null use_matplotlib: true use_tensorboard: true create_graph_in_tensorboard: false use_wandb: false wandb_project: null wandb_id: null wandb_entity: null wandb_name: null wandb_model_log_interval: -1 detect_anomaly: false use_adapter: false adapter: lora save_strategy: all adapter_conf: {} pretrain_path: null init_param: [] ignore_init_mismatch: false freeze_param: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 35000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe5000_sp/train/speech_shape - exp/asr_stats_raw_en_bpe5000_sp/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe5000_sp/valid/speech_shape - exp/asr_stats_raw_en_bpe5000_sp/valid/text_shape.bpe batch_type: numel valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending shuffle_within_batch: false sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 chunk_excluded_key_prefixes: [] chunk_default_fs: null train_data_path_and_name_and_type: - - dump/raw/small_sp/wav.scp - speech - sound - - dump/raw/small_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev/wav.scp - speech - sound - - dump/raw/dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 allow_multi_rates: false valid_max_cache_size: null exclude_weight_decay: false exclude_weight_decay_conf: {} optim: adam optim_conf: lr: 0.002 weight_decay: 1.0e-06 scheduler: warmuplr scheduler_conf: warmup_steps: 40000 token_list: - - - ▁THE - S - ▁AND - ▁OF - ▁TO - ▁A - ▁IN - ▁I - ▁HE - ▁WAS - '''' - ED - ▁IT - ▁THAT - ING - ▁HIS - T - ▁FOR - ▁YOU - ▁HAD - ▁WITH - ▁AS - D - ▁BE - ▁BUT - LY - ▁NOT - ▁HER - ▁SHE - ▁IS - ▁ON - ▁AT - E - N - ▁HIM - ▁THEY - ▁ALL - ▁BY - Y - ▁THIS - ▁HAVE - ▁SO - ▁WERE - ▁ME - ▁MY - ▁WHICH - ▁FROM - ▁ONE - ▁THERE - ▁SAID - ▁NO - ▁WE - ▁AN - ▁OR - ER - ▁WOULD - ▁WHAT - ▁IF - ▁WHEN - ▁THEIR - M - ▁' - ▁THEM - ▁ARE - P - ▁OUT - R - ▁DO - ▁BEEN - ▁WHO - ▁UP - ▁MAN - ▁MORE - ▁COULD - ▁THEN - ▁WILL - ▁INTO - ES - RE - ▁DID - ▁NOW - IN - ▁LIKE - G - ▁TIME - C - ▁ABOUT - ▁SOME - ▁LITTLE - ▁YOUR - ▁CAN - A - ▁OVER - ▁THAN - ▁VERY - LL - AL - ▁ONLY - ▁UPON - I - ▁OTHER - ▁SEE - O - B - ▁KNOW - ▁MADE - ▁ANY - ▁GOOD - ▁DOWN - ▁HAS - ▁GO - ▁WELL - ▁COME - ▁BEFORE - ▁OLD - ▁TWO - ▁HOW - ▁SHOULD - ▁WHERE - ▁DAY - ▁CAME - ▁AFTER - ▁GREAT - ▁NEVER - U - ▁DE - ▁MEN - ION - TH - LE - VE - F - ▁MUST - ▁OUR - ▁SUCH - OR - ▁UN - ▁US - EN - ▁LONG - ▁WAY - ▁O - ▁THESE - ▁AGAIN - ▁BACK - ▁MUCH - ST - ▁MIGHT - ▁S - ▁MAY - ▁WENT - ▁SAY - ▁FIRST - ▁HERE - ▁EVEN - H - ▁HIMSELF - NESS - L - ATION - ▁TOO - ▁JUST - ▁THINK - W - ▁OWN - ▁MAKE - V - ▁HAND - ▁THROUGH - IT - ▁LIFE - ▁THOUGHT - ▁MR - ▁DON - ▁STILL - ▁AWAY - ▁TAKE - 'ON' - ▁EVERY - ▁EYES - ▁MANY - ▁SHALL - ▁HOUSE - ▁WITHOUT - ▁NIGHT - ▁ITS - ▁AM - ▁MOST - ▁WHILE - ITY - ▁LAST - IC - RA - ▁PEOPLE - ABLE - ▁UNDER - ▁RE - ▁HEAD - ▁ST - ▁PLACE - AN - ▁RIGHT - K - ERS - ▁NOTHING - ▁THOSE - ▁GET - ▁NEW - AR - ▁SAW - ▁FOUND - ▁LET - ▁YET - ▁BEING - ▁TELL - ▁EVER - RO - ▁ANOTHER - CH - ▁THOUGH - ▁OFF - ▁PUT - ▁FACE - ▁FATHER - ▁W - IL - EL - ▁THREE - ▁WORK - ▁LOOK - ▁THING - ▁B - ▁FAR - ▁GOD - ▁PART - ▁WHY - ▁GOT - ▁YOUNG - ▁LOVE - ▁HEART - ▁ROOM - ▁TOOK - ▁HOME - ▁ALWAYS - ENT - EST - ▁ONCE - ▁THINGS - ▁SOMETHING - ▁SAME - ▁SEEMED - CK - ▁LOOKED - ▁E - MENT - ▁WANT - CE - UL - ▁T - ▁LIGHT - US - ▁ - ▁WORLD - ▁GIVE - ▁AGAINST - NE - Z - ▁LEFT - ▁DOOR - IVE - ▁BECAUSE - ▁ASKED - ▁END - LI - OUS - ▁THOU - MAN - ▁SIDE - ▁KNEW - ▁DIS - ▁WATER - UR - ▁KING - RI - ▁YEARS - ▁MIND - ▁GOING - ▁HALF - ▁HEARD - ▁MOMENT - ▁DONE - LA - ANT - ATE - RY - ▁EACH - ▁CON - ▁BOTH - ▁WOMAN - LING - ▁ENOUGH - ▁ALSO - TE - ▁D - ▁TOLD - ▁MRS - ▁FIND - ▁SEEN - AS - ▁WHOLE - ET - ▁QUITE - ▁WAR - ▁CO - ▁BETTER - ID - ▁FEW - ▁BEGAN - ▁NAME - ▁OH - ▁BETWEEN - FUL - IES - IS - ▁GENERAL - ▁COURSE - ▁VOICE - LESS - ▁YES - ANCE - ▁TURNED - ▁C - LO - ▁ALMOST - ▁F - ▁HANDS - ▁WHITE - ▁FIRE - X - ▁SMALL - ▁SIR - ▁NOR - ▁ANYTHING - LED - ▁SET - ▁HOWEVER - ▁SOON - IG - OL - ▁LA - ▁DOES - ▁FULL - ▁MOTHER - ▁STOOD - ▁GAVE - ▁LAND - ▁HELP - ▁REST - ▁CALLED - ▁FELT - ▁COUNTRY - ▁KEEP - ATED - IR - AC - AT - ▁KIND - ▁SINCE - ▁LI - ▁FRIEND - ISH - ▁UNTIL - ▁TOWARD - ▁MATTER - ▁POOR - ▁CRIED - ▁RA - ▁THY - ▁TEN - ▁SAT - ▁AMONG - ▁TILL - NCE - ▁DAYS - UM - ▁CHILDREN - ▁GIRL - ▁BEST - ▁HIGH - ▁POINT - ▁PERHAPS - ▁WORD - ▁HA - ▁HAVING - DE - MB - ▁STATE - ▁DEAR - ▁LAY - ▁FEET - ▁MORNING - ▁AL - IM - ▁DEATH - ▁WORDS - ▁TH - ▁FACT - ▁HUNDRED - ▁WHOM - ▁BROUGHT - ▁TOGETHER - ▁GONE - ▁OPEN - TING - ▁HARD - ▁HEAR - ▁MYSELF - ▁NEXT - ▁ROUND - ▁FOUR - ▁MASTER - ▁PER - ▁CHILD - ▁RATHER - ▁BLACK - ▁LARGE - ▁HO - IOUS - ▁LESS - ▁G - AM - ▁BA - VI - ▁LOOKING - ▁PO - ▁CASE - ▁HOPE - ▁FIVE - IST - ▁NEED - REW - ▁DEAD - ▁K - ▁FEAR - IE - ▁ALONG - ▁RED - ▁TAKEN - ▁LAW - OW - ▁LORD - ▁REALLY - ▁THUS - ▁REPLIED - ▁WIFE - ▁MISS - INE - ▁HOUR - UN - AGE - ▁MONEY - ▁YEAR - ▁LIVE - ▁DUR - ▁PRESENT - AD - ▁MEAN - ▁SUN - ▁MA - EM - ▁TRUE - ▁BELIEVE - VER - ▁CALL - TION - ▁SON - ▁RIVER - ME - ▁DEEP - CI - ▁IMP - ▁READ - ▁SP - ▁BEHIND - ▁FL - TA - ▁GROUND - ▁DR - ▁DARK - ▁BODY - ▁SEA - ▁SURE - ▁CARE - ▁SPEAK - ▁NEAR - ▁TOWN - NA - ▁FELL - TER - ▁REASON - ▁THEMSELVES - ▁INDEED - ▁VI - ▁BIG - ▁TURN - MEN - TIC - ▁GA - ▁SHORT - TY - ▁CAR - ▁HERSELF - ▁STRONG - ▁MO - ▁CITY - ▁PRO - ▁FAMILY - ▁PASSED - ▁DI - ▁SOUND - ▁BOY - ▁OFTEN - ▁PRE - ▁CLOSE - ▁SHOW - ▁RO - ▁QUESTION - OM - TON - KE - ▁TA - ▁ALONE - ARY - ▁FORM - ▁AIR - ▁ROSE - ▁SENT - ▁WOMEN - ▁THOUSAND - ▁LE - ▁LINE - MA - ▁ASK - ▁ABOVE - ▁PRINCE - ▁EVERYTHING - ▁YE - ▁ROAD - ▁FINE - ▁LO - ▁POWER - TO - ▁LEAVE - ▁HELD - ▁ALREADY - ▁CAUSE - ▁BO - PE - ▁FREE - ▁BRING - CO - ▁LEAST - ND - UT - ▁HAIR - ▁DA - ▁FEEL - ▁BED - ▁WISH - ▁SECOND - HA - ▁WHOSE - ▁KEPT - ▁USE - GE - ▁CERTAIN - ▁HU - ▁ACT - RED - ▁SLEEP - ▁GIVEN - WARD - ▁RUN - ▁EITHER - ▁ORDER - ▁WON - ▁WITHIN - ▁SORT - ▁AROUND - '0' - ▁STATES - ▁HUMAN - ▁LOST - ▁PA - ▁EN - ▁BROTHER - ▁TOM - ▁NATURE - ▁LADY - ▁STAND - ▁HORSE - ▁BEAUTIFUL - ▁COLD - ILY - ▁NUMBER - ▁P - ▁ELSE - ▁CLA - ▁TABLE - ▁COMING - ▁BECOME - ▁ANSWER - NED - ▁ANSWERED - ▁WIND - ▁JURGIS - STER - ▁FELLOW - OT - HETHER - ▁IDEA - ▁COM - ▁SC - ▁SENSE - ▁KNOWN - ▁OTHERS - ▁FAIR - ICAL - ▁ENGLISH - ▁BRIGHT - IAN - ▁FORCE - ▁UNDERSTAND - ▁STRANGE - ▁CANNOT - ▁CUT - ▁BECAME - ▁SEVERAL - IA - ▁ARM - ▁MAKING - ▁SIGHT - ▁SPIRIT - ▁SH - UD - ▁THEREFORE - ▁ITSELF - ▁RAN - ▁DOUBT - BE - ▁ART - ▁M - ▁HOLD - ▁PE - ▁SIX - ▁PI - ▁PAY - ▁ARMS - ▁TALK - ▁GOVERNMENT - ▁USED - ▁WINDOW - ▁CAPTAIN - ▁SEEM - LAND - ISM - ▁MET - ▁BUSINESS - PER - ▁EARTH - ▁R - ▁SOUL - ▁PERSON - ▁CLEAR - ▁RETURN - ▁MAGGIE - ▁ACROSS - ▁PASS - ▁FRONT - ▁MANNER - ▁FRENCH - ▁MU - ▁BEAR - ▁TWENTY - ▁SE - ▁ABLE - MON - LES - ARD - IAL - ▁DU - ▁FRIENDS - ▁SWEET - '8' - ▁TIMES - ▁EVENING - ▁LOW - ▁18 - ▁EYE - CA - ▁PAST - ▁BLOOD - ▁SUDDENLY - ▁REAL - ▁EX - ▁BAD - ▁SAYS - HE - ▁JOHN - ▁REACHED - ▁WANTED - ▁PRETTY - ▁EFFECT - ▁DIE - ▁PEN - ▁SOMETIMES - ▁RETURNED - ▁CHANCE - ▁GLAD - URE - ▁FOLLOWED - ▁GREEN - ▁OUGHT - OP - ▁WILD - ▁ARMY - ▁LU - BER - ▁FEELING - ▁STAY - ▁PLAY - ▁BREATH - ▁CH - ▁FOOT - LT - ▁TRUTH - BY - ▁COMMON - ▁REMEMBER - ▁BLUE - ▁AGE - ▁DUANE - ▁SOUTH - ▁NORTH - ▁CA - ▁BIT - ▁READY - ▁ENGLAND - SON - ▁TEA - ▁PARTY - ▁POSSIBLE - J - ▁PLAIN - ▁PLAN - PH - THE - ▁EXCEPT - ▁MINE - ▁CONTINUED - ▁STORY - ▁NATURAL - ▁LATE - ▁DEAL - OUR - '1' - ▁FALL - ▁HOURS - ▁LATER - AK - ▁MARY - ▁SPOKE - ▁PAR - ▁DREAM - ▁WOOD - TEN - ▁ROCK - IBLE - ▁CHANGE - ▁TU - 'NO' - ▁CHIEF - ▁LONGER - ▁PEACE - ▁SUPPOSE - ▁DIFFERENT - ▁MEANS - ▁NONE - ILE - ▁SAYING - ▁THANK - ▁CARRY - Q - ▁REMAIN - ▁JU - ▁BAR - ATING - ▁CARRIED - AP - ▁COULDN - ▁PUBLIC - ▁INTEREST - '6' - ▁STREET - ▁HAPPY - NG - ▁ENEMY - ▁TROUBLE - ▁SUBJECT - ITE - ▁SIGN - ONE - ▁TRIED - ▁FORWARD - ▁FU - OS - ▁WIDE - ▁YOUTH - ▁LETTER - '4' - ▁SHIP - ▁SISTER - LU - ▁FAST - ▁MILES - ▁SCHOOL - ▁KILL - ▁TAKING - ▁BEYOND - ▁BU - PA - ▁RICH - ▁CHURCH - ▁POSITION - QUE - ▁HUSBAND - ▁OPENED - WAY - ▁PARTICULAR - DO - ▁VIEW - IV - ▁JO - ▁GRA - ▁SEND - ▁STAR - ▁COMMAND - ▁FURTHER - ▁SMITH - '5' - DER - ▁CAP - ▁SELF - ▁COURT - ENED - TTER - ▁DOG - ▁DAUGHTER - ▁HAT - HO - ▁BIBBS - PED - ▁HEAVEN - ▁NEITHER - ▁WAIT - ▁EAT - ▁USUAL - ▁VISIT - IF - ▁LIVING - ▁CRE - ▁RESPECT - ▁EL - ▁AGO - ▁DOCTOR - ▁PRESIDENT - ▁SILENCE - ▁SEEMS - ▁HALL - ▁MI - ▁LAID - ▁SERVICE - RING - ▁FOLLOW - ▁JOY - GO - ▁EARLY - ▁CERTAINLY - ▁BATTLE - NY - ▁NEARLY - ▁SLOWLY - HER - ▁MAR - ▁HAPPENED - ▁BOOK - ▁MAJOR - ▁LED - ▁APPEARED - ▁PAPER - ACH - ▁ILL - ▁MOUTH - ▁CHAIR - ▁RI - WA - CON - ▁WARM - ▁SHA - ▁SAND - ▁ADDED - UC - ATIONS - ▁MINUTES - ▁AFRAID - ▁NE - ▁HEAVY - RS - ▁MEET - ▁THEE - ▁SAVE - SHIP - ▁RESULT - DEN - ▁INTER - ▁FLOOR - ▁BRI - ▁PURPOSE - ▁LEARN - ▁SMILE - ▁FORTH - '2' - ▁TREE - ▁TOP - ▁OBJECT - ▁SIT - ▁UNCLE - ▁DOING - ▁SW - ▁WATCH - ▁MARCH - ▁MUSIC - ▁PROBABL - ▁BILL - BA - ▁FIGHT - ▁FIGURE - ALLY - ▁ENTERED - ▁OFFICE - ▁DRESS - ▁TRAIN - ▁GARDEN - ▁FRESH - ▁OCCASION - CY - ▁WALL - ▁FI - ▁CUR - ▁WILLIAM - ▁LIPS - ▁CHARACTER - ▁EIGHT - NI - UP - ▁PLEASURE - ADE - ▁BUFFALO - ▁PLEASE - ▁CHA - ▁ATTACK - NER - ▁STOPPED - ▁N - RT - ▁SA - ▁LIVED - AND - ▁WRONG - ▁GU - ▁SCARCE - ▁COUNT - ▁GOLD - ▁TRY - ▁SECRET - ▁CRY - ▁WEST - ▁HILL - RK - CHE - ▁LABOR - GING - ▁FAITH - ▁START - ▁MOVED - ▁SOFT - ▁ATTEMPT - ▁STRAIGHT - ▁WALK - ▁17 - ISE - ▁STARTED - ▁DUTCH - ETH - ▁DRINK - ▁NECESSARY - ▁LEAN - ▁OUTSIDE - ▁BOYS - ▁SEVEN - ▁POST - '7' - ▁LINCOLN - ▁SILENT - ▁YOURSELF - LIN - ▁AUNT - ▁SNOW - ▁CAUGHT - ▁FOLLOWING - ▁STOP - ▁BOUND - ITIES - ▁GETTING - MENTS - ▁DESIRE - ▁SPRING - ▁RECEIVED - ▁EM - ▁EXPECT - ▁CLASS - ▁WONDER - ▁TRUST - ▁BLOW - ▁REACH - ▁EXPERIENCE - FOR - ▁THICK - ▁SINGLE - '9' - ▁TORN - ▁JA - ▁ACCOUNT - ▁PICTURE - ▁CORNER - ▁THINKING - ▁SUMMER - GER - ▁WALKED - ▁TRI - ▁KENT - ▁UNION - ▁TREES - ▁QUO - ▁SAFE - LEY - ▁GRAND - ▁WISE - RESS - ▁GRAVE - ▁3 - ▁EAST - '3' - VA - ▁STRENGTH - ▁HOT - ▁COMPANY - ▁STONE - ▁LOVED - ORS - ▁TI - ▁REP - ▁BROWN - ▁SUPPORT - ▁PICK - ▁LIE - ▁WEEK - ▁JE - ▁CAMP - ▁DIED - ▁SIN - ▁LAUGHED - CHED - ▁WHATEVER - UGH - ▁QUICKLY - EVER - ▁PAIN - ▁GREW - ▁STANDING - ▁SHADOW - ▁QUIET - ▁FIELD - ▁BANK - WE - ▁PAN - ▁NECK - ▁ACTION - ▁EASY - ▁BOW - ▁IMMEDIATELY - ▁HI - ▁WAITING - ▁RISE - ▁WINTER - ▁STEP - ▁NA - ▁BOAT - ▁BEGIN - ▁HOLLAND - ▁CROWD - ▁DISTANCE - ▁KILLED - ▁VILLAGE - ▁IMPORTANT - ▁EVIL - ▁RUSH - ▁DANGER - ▁SAIL - ▁SUCCESS - ▁MEANT - ▁SERIOUS - ▁RAISED - ▁FRANCE - ▁WRITE - ▁WORKS - ▁AH - LIKE - ▁L - ▁DIRECTION - THOUGH - TURE - ▁SUB - ▁RAIN - ▁BORN - ▁WEAR - ▁ATTENTION - ▁TONE - ▁REC - ▁CROSS - ▁OPINION - ▁SHERIDAN - ▁CHAPTER - ▁PETERKIN - ▁HATH - ▁MINUTE - ▁U - ▁PRESENCE - ▁BEGINNING - ▁TRAVEL - ▁AFTERNOON - ▁RUTH - ▁SKY - ▁COLOUR - ▁STRUCK - ▁MONTHS - ▁ISN - ▁FILLED - ▁PLEASANT - ▁ACTUAL - ▁ACCORDING - KING - ▁CHRIST - ▁GRASS - NT - ▁FOOD - ▁BROKEN - ▁X - ▁RULE - UG - ▁FINALLY - BR - ▁QUARTER - ▁LOT - ▁IMPOSSIBLE - ▁BOARD - ▁ENJOY - ▁HAPPEN - ▁APPEAR - ▁MOVE - ▁THIRD - ▁HONOR - ▁GROW - ▁SITTING - ▁16 - ▁WH - ▁TRADE - ▁BREAK - ▁COVERED - UB - ▁DINNER - ▁GATE - ▁HARDLY - ▁MIDDLE - ▁SHOWED - ▁BROKE - ▁EQUAL - ▁AMERICAN - ▁PRESENTLY - FULLY - ▁DIN - ▁EXCLAIMED - ▁FOREST - ▁NICE - ▁SLAVE - ▁BESIDE - ▁SUDDEN - ▁LOUD - ▁INSTANT - ▁CONTENT - ▁STORM - ▁GUARD - ▁SICK - OON - ▁STRANGER - ▁GLASS - ▁CONSIDER - ▁BUILDING - SIDE - ▁FA - ▁EXP - ▁MAD - UFF - ORY - ABLY - ▁TULLIVER - ▁SWORD - ▁PIECE - ▁COMPLETE - ▁WONDERFUL - OUN - ▁SAD - ▁FR - LER - ▁GLANCE - GEN - ▁HORSES - ▁PLACED - ▁PERFECT - ▁LENGTH - ▁INSTEAD - ▁INDIVIDUAL - ▁SPEECH - IGHT - ▁FORGET - ▁HAR - OO - ▁DIRECT - ▁SYSTEM - PPED - ▁PALE - ▁RUNNING - ▁BOX - ▁GREATER - ▁PROPER - ▁TIN - ▁PERSONAL - LET - RD - ▁MOVEMENT - ▁RU - BLE - ▁SHUT - ▁PACK - ▁TEDDY - ▁CHARGE - ▁4 - HI - ▁SMOKE - ▁GUN - ▁TOUCH - ▁ENTER - ▁VALLEY - ▁FIT - ▁VAN - ▁MASS - ▁CLOTH - ▁NOBODY - ▁SILVER - ▁FISH - ▁REMAINED - ▁EASILY - ▁SPECIAL - ▁POCKET - ▁JAMES - ▁SIMPLY - ▁GROUP - ▁H - ▁TRYING - ▁Y - ▁MEASURE - ▁IMAGINE - ▁ESPECIALLY - ▁BELOW - ▁MOUNTAIN - ATIVE - ▁MAIN - ▁HOLE - ▁NOBLE - ▁LAUGH - ▁YELLOW - ▁SI - ▁MON - ▁CALM - ▁SPOT - ▁COMPANION - ▁WRITTEN - ▁HABIT - ▁CASTLE - ▁BITTER - ▁GRE - ▁SKIN - FE - ▁EMPLOY - ▁GRANT - ▁CE - ▁BEAUTY - ▁PLA - ▁QUICK - ▁SHOT - ▁UNLESS - ▁BESIDES - RAN - ▁NOTE - ▁MAYA - OF - ▁KNOWLEDGE - ▁PRAY - ▁TEARS - ▁FER - ▁SU - ▁1 - ▁BALL - LD - ▁WORTH - ▁DEVIL - BU - ▁COMFORT - ▁VER - OLD - ▁SEEK - ▁IRON - ▁5 - ▁TURNING - ▁CLOVER - ANG - ▁ENTIRELY - ▁TALL - ▁HUNG - ▁NI - ▁STREAM - ▁GERMAN - ▁GAR - ▁REPORT - ▁FINGERS - ▁EXPECTED - ▁FASHION - ▁DIFFICULT - ▁BELL - ▁OFFER - ▁AIN - ▁MERE - ▁TROOPS - IFIED - TAIN - ▁DELIGHT - ▁EDGE - ▁GUESS - ▁WISHED - ▁DRAW - ▁EXACTLY - 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▁LANE - ▁PROVIDE - ▁BACKWARD - ▁JAIL - ▁ARMIES - ▁GOVERN - ▁SOCIALIST - ▁CENTURIES - ▁HANDKERCHIEF - ▁VIOLENCE - ▁JASON - ▁FLOUR - ▁WEPT - ▁SPUR - ▁PEA - ▁MIRROR - ▁RESOURCE - ▁SHUDDER - ▁GRACIOUS - ▁MAMMA - ▁DROWN - ▁ANNOY - ▁SLID - ▁COMMENT - AVING - IZING - ▁SEAL - ▁BLANK - ▁ENTHUSIASM - ▁REJECT - ▁UPSTAIRS - ▁REFUGE - ▁SACRED - ▁MEADOW - ▁CREEP - ▁SILLY - ▁CRAWL - ▁GAZ - ▁MONSTER - ▁DIFFICULTIES - ▁ROUTE - ▁PROCESSION - ▁THIRTEEN - ▁ENDEAVOUR - ▁REPROACH - ▁ACCESS - ▁LEAGUE - ▁GESTURE - ▁HONEY - ▁RAILWAY - ▁BERLING - ▁FANNY - ▁RAM - ▁CLERGY - ▁CRIMINAL - ▁COLLEGE - ▁POLISH - ▁RENEW - ▁NUR - ▁NEIGHBOUR - ▁PERSEUS - ▁FOURTEEN - ▁BEGGAR - ▁PEARL - ▁WAX - ▁EXTRA - ▁PERISH - ▁FAME - ▁CLUTCH - ▁CONTEMPLAT - ▁MESSENGER - ▁SLEEVE - ▁CALIPH - ▁WHISTLE - ▁LUNCH - ▁SCREEN - ▁IMITAT - MASTER - ▁TIDE - ▁SUCCESSION - ▁NEAREST - MORE - ▁PURSUIT - ▁QUALITIES - ▁SURROUNDING - ▁DECEIVE - ▁SLIGHTEST - ▁ZEAL - ▁DELIBERATE - ▁EMPIRE - ▁RECOMMEND - ▁EUCHRE - ▁SUBMIT - ▁SMART - ▁ALOUD - ▁INFER - ▁SEIZE - ▁COLLECTION - ▁DECENT - ROUND - ▁ACCORD - ▁EXECUTION - ▁PHILOSOPHER - ▁UNCERTAIN - ▁MEDICINE - ▁MERCER - ▁BAHR - ▁BARBAR - ▁DEPARTURE - ▁PATCH - ▁COUNTRIES - ▁FREQUENT - ▁DEVELOPMENT - ▁ARRAY - ▁GANG - ▁JEST - ▁CRIES - ▁DAT - ▁AUTUMN - ▁EXQUISITE - ▁SPECULAT - ▁SNAKE - ▁DRAMA - ▁YEH - ▁APPARENT - ARIA - ▁DELIGHTFUL - ▁SEX - ▁EPI - ▁PROVINCIAL - ▁ABSENT - ▁SLAIN - ▁WHIRL - ▁UGLY - ▁SHIVER - ▁SUNSET - ▁IGNORANCE - ▁HAMMER - ▁MEANTIME - ▁CHOSE - ▁REALIZE - ▁TERRITORY - ▁QUANTITY - ▁IMPULSE - ▁FLANK - ▁MUTTERED - ▁SUBTLE - ▁FOG - ▁24 - ▁DESK - ▁BLANKET - ▁DISAPPEAR - ▁BLADE - ▁CHICAGO - ▁ILLINOIS - ▁PLATFORM - ▁JOURNAL - ▁ACCUSE - ▁PIANO - ▁DESPISE - ▁GORGE - ▁SNAPPED - ▁DUSK - ▁HASTENED - ▁VIGOROUS - ▁ADMIRATION - ▁ATTRIBUT - ▁INTELLIGENT - ▁LEATHER - ▁LINDON - ▁INHABITANTS - ▁ORNAMENT - ▁MOONLIGHT - ▁NEGOTIATION - ▁22 - ▁TIGER - ▁UNDERTAKE - ▁AGREEABLE - ▁DRIED - ▁WAIST - ▁WAIL - ▁WEAKNESS - ▁COMPOS - ▁CHANNEL - ▁HORIZON - ▁INCREASING - ▁ZEELAND - ▁BUNDLE - ▁ROBBER - ▁SPEAR - ▁JESUS - ▁SENSATION - ▁SWEAT - ▁NEIGHBORHOOD - ▁HARSH - ▁HOOK - ▁RIVAL - ▁MERIT - ▁SCORE - ▁SEW - ▁RICE - ▁ABROAD - ▁FEEBLE - ▁VOLUNTEER - ▁REMOTE - ▁AROUSED - ▁HITHER - ▁COLLAR - IFYING - ▁PRIV - ▁ACHIEVE - ▁DESPATCH - ▁FAMILIES - ▁NONSENSE - ▁PERPLEX - ▁HUMOUR - ▁LINDA - ▁WILDERNESS - ▁COMMITTED - ▁LASH - ▁PUFF - ▁SEVENTY - ▁DART - ▁SCOW - ▁PROVINCE - ▁ESTATE - ▁COMPARED - ▁POLITICS - ▁SKIRT - ▁FEDERAL - ▁VARIETY - ▁WRATH - ▁STOOP - ▁ETC - ▁NAUGHT - ▁POETRY - ▁WRIT - ▁PEL - ▁PARISH - ▁SWIM - ▁LIBRARY - ▁PILLOW - ▁MISSOURI - ▁RELEASE - ▁NOUGHT - ▁SCRAP - ▁AUTHORITIES - ▁CHEAP - ▁COMMUNITY - ▁GALLANT - ▁GRACEFUL - ▁RUB - ▁CONTRAST - ▁CIGAR - ▁LIKEWISE - ▁CRAFT - ▁VITAL - ▁MARBLE - ▁TREATMENT - ▁ORIGIN - ▁SCENT - ▁CARDIGAN - ▁THEOBALD - ▁IMMORTAL - ▁ELBOW - ▁BISON - ▁ENTERPRISE - ▁PROGRAM - ▁SLAUGHTER - ▁UNWILLING - ▁BLEW - ▁DONKEY - ▁HUMOR - ▁LEGAL - ▁INDIA - ▁ASTONISHED - ▁COMMERCIAL - ▁INDEPENDENCE - ▁UNJUST - ▁GRATITUDE - ▁RESIDENCE - ▁CHANGING - ▁SMOT - ▁MODERATE - ▁BUNCH - ▁POLLY - ▁FADED - ▁CONTRACT - ▁JUSTIFIED - ▁BERG - ▁POEM - ▁COWARD - ▁PRIZE - ▁SUPPOS - ▁CANDIDATE - ▁REPUTATION - ▁VIENNA - ▁COUNTERPA - ▁JERK - ▁GLARE - ▁REPUBLICAN - ▁GROVE - ▁WIPE - ▁WRAP - ▁APPLIED - ▁COMPLEX - ▁CONFIRM - ▁DEMOCRACY - ▁ELSEWHERE - ▁FEMALE - ▁JENNIE - ▁MCCLELLAN - ▁OVERWHELM - ▁PERPETUAL - ▁POSSIBILITY - ▁PROCLAMATION - ▁LEGISLATI - ▁LAURA - ▁ALTAR - ▁HITHERTO - ▁FITTED - ▁FLATTER - ▁FOUL - FACE - ▁COMMIT - ▁ATMOSPHERE - ▁CONFLICT - ▁DEFECT - ▁PHILADELPHIA - ▁SLENDER - ▁MONARCH - ▁PERFUME - ▁THITHER - ▁FLUTTER - ▁MARIANNE - ▁SUMMIT - ▁BUNNY - ▁WARRIOR - ▁QUAINT - ▁EDWARD - ▁FACING - ▁27 - ▁DEMOCRATIC - ▁STOUT - CUT - ▁APOSTLE - ▁ASSEMBLED - ▁AWKWARD - ▁ELZBIETA - ▁INJUSTICE - ▁NECESSARI - ▁REFERENCE - ▁MAURICE - ▁ENCHANT - ▁ANTICIPAT - ▁REPAIR - ▁PORCH - ▁STUMBL - ▁RAISING - ▁CONVERT - ▁ANCHOR - ▁TRANSPORT - ▁EKEBY - ▁FAVORITE - ▁BEDROOM - ▁DESCRIPTION - ▁FASTENED - ▁DUCK - ▁DOUBTFUL - ▁ARCHITECT - ▁LANTERN - ▁SPECIMEN - ▁STUDIED - ▁PETRIE - ▁CONTRIV - ▁BATTERY - ▁DISASTER - ▁WHISK - ▁SLAY - ▁BEETLE - ▁EXCESS - ▁177 - ▁COMBINATION - ▁COMBINED - ▁DIAMOND - ▁FUNDAMENTAL - ▁REVENGE - ▁SUSTAIN - ▁BRASS - ▁BARREL - ▁AVERAGE - ▁RAVEN - ▁ALLIANCE - ▁SPLIT - MINATE - ▁LOSING - ▁STAIN - ▁ASSEMBLY - ▁CONTACT - ▁INDIFFERENT - ▁PENSIONERS - ▁EASIER - ▁FUNCTION - ▁INSECT - ▁INVITATION - ▁JAPAN - ▁LADDER - ▁TORMENT - ▁NAIL - ▁DISGUST - ▁REFRESH - ▁WROUGHT - ▁HATHAWAY - ▁SURGEON - ▁HOUSEHOLD - ▁ROAST - ▁PEAK - ▁FINISH - ▁CONVERS - ▁APPRECIATE - ▁ARCHBISHOP - ▁ASSOCIATE - ▁ASTONISHMENT - ▁COMPLIMENT - ▁BARGAIN - ▁ATHERTON - ▁LINK - ▁SALOON - ▁23 - ▁PREPARE - ▁ABSORB - ▁AMBITION - ▁GENUINE - ▁MUSKET - ▁REJOICE - ▁AMUSEMENT - ▁IMPERIAL - ▁BROOK - ▁WIDOW - ▁FRAGMENT - ▁ARGUE - ▁ARMAND - ▁HIDEOUS - ▁MOL - ▁DARING - ▁DISTINCTION - ▁MODEL - ▁ROME - ▁BLUSH - ▁ENFORCE - ▁BEHAVE - ▁KNOT - ▁WHALE - ▁ENSU - ▁APPROVE - ▁CEREMONY - ▁RESPOND - ▁TELEGRAPH - ▁VULGAR - ▁WOLVES - ▁ASSURANCE - ▁OZMA - ▁STELLING - ▁FLOCK - ▁ACCENT - ▁RATTL - ▁26 - COURT - ▁LITERAL - ▁MARIA - ▁DISPOSITION - ▁INTERVIEW - ▁RESPONSIBILITY - ▁ACTIVITY - ▁THORNE - ▁TIMID - ▁REGULAT - ▁ROUSED - ▁WRAPPED - ▁SUNLIGHT - ▁BASIS - ▁AUDIENCE - ▁ULTIMATE - ▁THRONG - ▁HESITATION - ▁SAVING - ▁TRIBE - ▁ARRIVE - ▁CROP - ▁DIRT - ▁ABUNDANT - ▁BORROW - ▁ESCORT - ▁PROSPERITY - ▁REVOLVER - ▁UNIFORM - ▁REBELLION - ▁TICKET - ▁SLICE - ▁COPY - ▁ITALIAN - KEEPER - ▁SPIDER - ▁MOTIONLESS - ▁MOUSE - ▁OWL - ▁VEX - ▁HATRED - ▁SETTLEMENT - ▁STANDARD - CONNOR - ▁CONTINENT - ▁OCCUPATION - ▁SUSPICIOUS - ▁INVISIBLE - ▁MUSCLE - ▁UPRIGHT - ▁PUMP - ▁DENIED - ▁HAGUE - ▁FRONTIER - ▁WRETCH - ▁DETECT - ▁DISAPPOINTMENT - ▁NICHOLAS - ▁THYSELF - ▁BELGIAN - ▁SWORE - ▁HUSH - ▁ESTABLISHMENT - ▁DOLLAR - ▁TRANSLAT - ▁BLAZE - ▁SEMI - ▁DIFFER - ▁CONFUSED - ▁MIRACLE - ▁PERSUADED - ▁BLOOM - ▁COPPER - ▁TRENCH - ▁RAFT - DICATION - ▁PERFORMANCE - ▁ESTIMATE - ▁PERSECUT - ▁RESPONSIBLE - ▁SCIENTIFIC - ▁TELEGRAM - ▁INTERPRET - ▁MANUFACTUR - ▁ENGAGEMENT - ▁YONDER - ▁DISORDER - ▁OVERCOME - ▁WRECK - ▁MANKIND - ▁BOAST - ▁CONTEST - ▁SLIM - ▁LATIN - ▁TEXT - ▁DOLOR - ▁ANNOUNC - ▁DISDAIN - ▁DISGUISE - ▁EUTHY - ▁VELVET - ▁THIEF - ▁AFRICA - ▁FUNERAL - ▁FIFTH - ▁SAWTELLE - ▁SCOTT - ▁DREARY - ▁VIVID - ▁DENSE - ▁AVENUE - ▁EMPHASIS - ▁JOSELYN - ▁SATISFACTORY - ▁STRUGGLING - ▁UTRECHT - ▁CAUTIOUS - ▁SEVENTEEN - ▁APPOINTMENT - ▁29 - ▁INQUIRE - ▁ORGANIZATION - ▁TWILIGHT - ▁CASUAL - ▁COMPARATIVE - ▁MUTUAL - ▁FROZEN - ▁FOLLY - ▁INTRODUCTION - ▁PEEP - ▁TALENT - ▁MUSE - ▁ADAM - ▁ACCOMPLISH - ▁CONCLUD - ▁ARTILLERY - ▁AWOKE - ▁CAVALRY - ▁CONSTITUTE - ▁BENEDICT - ▁SHERMAN - ▁NIGH - ▁COMMUN - ▁DUNWOODIE - ▁DWARF - ▁MAGISTRATE - ▁RESCUE - ▁REFERRED - ▁BIRCH - ▁BOSTON - ▁AMUSED - ▁CONSTANTIA - ▁PROPOSE - ▁STAG - ▁INDUCE - ▁INFANT - ▁ASSAULT - ▁CHIMNEY - ▁DISGRACE - ▁ELEPHANT - ▁OBEDIENCE - ▁PROPOSITION - ▁SOLITARY - ▁SUPPRESS - ▁NINETEEN - ▁ISABEL - ▁SURVEY - ▁HARMONY - ▁FIEND - ▁STOPPING - ▁AGREEMENT - HORN - ▁APPETITE - ▁CIVILIZATION - ▁CONSPICUOUS - ▁CORPORAL - ▁ELABORATE - ▁ENCLOS - ▁CAPACITY - ▁INFERIOR - ▁HOARSE - ▁ASHORE - ▁RIPP - ▁LANDSCAPE - ▁TOMORROW - ▁CHUCK - ▁WOKE - ▁THREATENING - ▁PICTURESQUE - ▁DECREE - ▁INFANTRY - ▁DEBATE - ▁CORRUPT - ▁FOOTSTEPS - ▁REJOINED - ▁SATURDAY - ▁VINEGAR - ▁AUSTRIA - ▁CORRESPONDENCE - ▁THOMAS - ▁TRANSFORM - ▁FORMIDABLE - ▁ARTHUR - ▁RIGID - ▁CRAZY - ▁DEVOUR - ▁CRYSTAL - ▁JOLLY - ▁CLOSING - ▁PROVIDENCE - ▁ELECTRIC - ▁21 - ▁TREAD - ▁ARRA - ▁DOCUMENT - ▁DOWNSTAIRS - ▁INEVITABLE - ▁MARJORIE - ▁RECEIVING - ▁RESEMBLE - ▁UNPLEASANT - ▁MAXIM - ▁STRETT - ▁SESSION - ▁CEILING - ▁MINGLED - ▁DEANE - ▁NORMAL - ▁MINERAL - ▁FLOURISH - ▁TWIN - ▁NOMINAT - BOUND - ▁CONFERENCE - ▁CONTINUOUS - ▁DELICIOUS - ▁EXAMINATION - ▁OBSTACLE - ▁PROCLAIM - ▁PERMANENT - ▁DEPRIV - ▁TIMBER - ▁ROBERT - ▁GALLOP - ▁STEER - ▁CIRCUMSTANCE - ▁INFORM - ▁CONSEQUENT - ▁LOFTY - ▁REVOLT - ▁RESTRICT - ▁ARRANGE - ▁INTERRUPT - ▁ADJUST - ▁CONCENTRATE - ▁CONFRONT - ▁DEFENSE - ▁DETERMINATION - ▁HOLIDAY - ▁SURPRISING - ▁PERMISSION - ▁FLANDERS - ▁SWAMP - ▁CAESAR - ▁SAITH - ▁LEGEND - ▁CRISIS - ▁ENTREAT - ▁DIVERS - ▁SENATOR - ▁ABUSE - ▁COMPARISON - ▁DOUGLAS - ▁KARAMANEH - ▁MULTITUDE - ▁REINFORCE - ▁RIBBON - ▁SUPERSTITION - ▁COMMERCE - ▁INVESTIGAT - ▁INVASION - ▁PATTERN - ▁THUMB - ▁TRANSFER - ▁STOVE - ▁DEAF - ▁FOWL - ▁CARVED - ▁HOPING - ▁FORTRESS - ▁PLOT - ▁DEPART - ▁IMPORT - ▁HUMILIAT - OLOGICAL - ▁ASSOCIATION - ▁CONTRIBUTE - ▁CONVENIENT - ▁DEVOTION - ▁FOUNTAIN - ▁INQUIRY - ▁STRICKEN - ▁SYMBOL - ▁UNDOUBTEDLY - ▁OVERLOOK - ▁GALLEY - ▁NOWHERE - ▁DAVIS - ▁TRAC - ▁ADMIRABLE - ▁AMAZEMENT - ▁MEMORIES - ▁NOTWITHSTANDING - ▁TROUSERS - ▁BACKGROUND - ▁SCHOLAR - ▁SUFFICE - ▁DUBLIN - ▁CAUTION - ▁RECKLESS - ▁APPLY - ▁ABIDE - ▁SOFA - ▁THOROUGH - ▁CONDEMN - IDDLE - ▁ADVOCATE - ▁GRATTAN - ▁GURNEY - ▁MARGARET - ▁MONDAY - ▁SUPPLIES - ▁VEGETABLE - ▁CRIMSON - ▁DEPOSIT - ▁SUSPEND - ▁AGITATION - ▁STOMACH - ▁CONQUEST - ▁CHEMIST - ▁CLARENCE - ▁CURDIE - ▁PARLOR - ▁DICTAT - ▁WORM - ▁ADORN - ▁OUTRAGE - ▁BRISK - SCRIPTION - ▁BRUSSELS - ▁DIMENSION - ▁INDIGNATION - ▁MISCHIEF - ▁TRAGEDY - ▁CUNNING - ▁PORTRAIT - ▁SUBSTANCE - ▁MECHANIC - ▁CLEANTHES - ▁PATRON - ▁RESID - ▁INHABIT - ▁AFFLICT - ▁APPREHENSION - ▁CIGARETTE - ▁ENVELOPE - ▁NAPOLEON - ▁RIDICULOUS - ▁VENGEANCE - ▁ABODE - ▁DAMSEL - ▁CONCEPTION - ▁RAINBOW - ▁SWITHIN - ▁GLACI - ▁RESORT - ▁SENSIBLE - ▁BLISS - ▁IDIOT - ▁ASCEND - CTE - ▁PACIFIC - ▁CANNON - ▁LITERA - ▁INVAD - ▁COMMUNICAT - ▁CORRESPOND - ▁CORRIDOR - ▁LIQUOR - ▁OCCUPY - ▁RECOGNITION - ▁RESPONSE - ▁SUBSTITUTE - ▁FATIGUE - ▁COURTESY - ▁BARREN - ▁GOOSE - ▁BUTCHER - ▁ACCOMPANY - ▁ARDITA - ▁HAPPILY - ▁PARADISE - ▁SCRATCH - ▁COLONIES - ▁INJURED - ▁WHITHER - ▁BLUFF - ▁PLUCK - ▁BEHELD - ▁SKIES - ▁HARVEY - ▁PHYSICIAN - ▁RASH - ▁ANGUISH - ▁APPLICATION - ▁UNMISTAKABL - ▁CLUNG - ▁COMPOSITION - ▁STEVENS - ▁TRAGIC - ▁ELEVAT - ▁LUMP - ▁HAWK - ▁EXECUTIVE - ▁IMPATIENCE - ▁NEPHEW - ▁PEDDLER - ▁DWELT - ▁TEXAS - ▁LEWIS - ▁SLEDGE - ▁EMINENT - ▁ANNUAL - ▁SOLICIT - ▁INTRODUC - ▁BEWILDERED - ▁INJURY - ▁GOSPEL - ▁CHERRY - ▁SKIP - ▁DEMEA - WILL - ▁ESTABLISH - ▁GODOLPHIN - ▁MISSISSIPPI - ▁PENETRATE - ▁BEHALF - ▁CHORUS - ▁GODDESS - MIDST - ▁SNAP - ▁PROVO - ▁CATHEDRAL - ▁SENSITIVE - ▁SIGNIFICANT - ▁STUBBORN - ▁SUBSEQUENT - ▁TERRIBLY - ▁VILLAIN - ▁ASCERTAIN - ▁BONNET - ▁IRREGULAR - ▁INTELLECTUAL - ▁NIECE - ▁CANADA - ▁GUILD - ▁NEIGHBOURHOOD - ▁STAIR - DOWN - ▁ABUNDANCE - ▁ADVANCING - ▁SQUIRREL - ▁STRUCTURE - ▁TOBACCO - ▁CONCERT - ▁BRAKE - ▁RASCAL - ▁COLONY - ▁ASSAIL - ▁EXULT - ▁GLID - ▁MASK - ▁SNOR - ▁ILLUSTRAT - ▁COMPREHEND - ▁CUSHION - ▁INDIFFERENCE - ▁SHRUGG - ▁SUPPLIED - ▁DAINTY - ▁LODGING - ▁PROMOT - ▁CLENCH - ▁LOATH - DUCED - ▁VIRGIN - ▁ZO - ▁IGNOR - ▁AMBASSADOR - ▁ENDEAVOR - ▁LEICESTER - ▁POLITICIAN - ▁PROMINENT - ▁SHARRKAN - ▁SIGNIFICANCE - ▁AMAZED - ▁BUBBLE - ▁WATSON - ▁HALLECK - ▁DISMAY - ▁DRAIN - AFAR - ▁DISCHARGE - ▁DISCOURAGE - ▁EMERALD - ▁MERMAID - ▁SERVILE - ▁SPLASH - ▁PSYCH - ▁ERRAND - ▁PUPIL - ▁CONSTABLE - ▁CAPTIVE - ▁TWINKL - ▁SNEER - ▁SAUCE - ▁AFFIRM - SURRECTION - ▁CARPENTER - ▁CONFOUND - ▁DISCIPLINE - ▁ENTITLED - ▁GHASTLY - ▁INSPIRATION - ▁LEGISLATURE - ▁OPPONENT - ▁PACKINGTOWN - ▁PREPARING - ▁BURGLAR - ▁NEGORO - ▁COMPENSAT - ▁RECEPTION - ▁CORDIAL - ▁REVERENCE - ▁WRIST - ▁OFFENCE - ▁HEATHEN - ▁INTERVEN - ▁HAPPIER - ▁PONTIFEX - ▁SULTAN - ▁SWARM - ▁PULSE - ▁JONES - ▁ADMIRING - ▁COMMENCED - ▁HEADQUARTERS - ▁MAGLOIRE - ▁MANUSCRIPT - ▁POTOMAC - ▁PRACTISE - ▁RESOLUTE - ▁UMBRELLA - ▁ANGRILY - ▁BUZZ - ▁SITUATED - ▁PISTOL - ▁ELTHAM - ▁PAVEMENT - ▁DISSOLV - ▁BROOD - ▁LAUNCH - ▁JEEMS - ▁TRAY - ▁PROFESS - ▁COMPETITION - ▁EXTENSIVE - ▁FUGITIVE - ▁GUARANTEE - ▁POSSIBILITIES - ▁SQUADRON - ▁THEREAFTER - ▁UNCOMFORTABLE - ▁PILLAR - ▁WHEAT - ▁TIDINGS - ▁FORSAKE - WHY - ▁BAPTIST - ▁SKELETON - ▁SUBSTANTIAL - ▁CRICKET - ▁FORTNIGHT - ▁PHILLIP - ▁PARCEL - ▁EXCITING - ▁01 - ▁ADEQUATE - ▁ANTWERP - ▁BRETHREN - ▁CHALLENGE - ▁EDITION - ▁EXTERNAL - ▁FINANCIAL - ▁LIQUID - ▁PREJUDICE - ▁TEMPORARY - ▁TENNESSEE - ▁NASSAU - ▁COLORADO - ▁STUDIES - ▁MULTI - ▁KNEL - ▁HURL - ▁BERYL - VOCATION - OGG - ▁BALTIMORE - ▁DEFENSIVE - ▁MONSTROUS - ▁ORIENTAL - ▁SIMPLICITY - ▁SMASH - ▁VALJEAN - ▁AMENDMENT - ▁SHEPHERD - ▁STRIFE - ▁RETORT - ▁SALVATION - ▁BULK - ▁STATUE - ▁IMPART - ▁LIMP - ▁TROOP - ▁NAVIGA - ▁BELIEV - ▁ACCURATE - ▁AMERIGO - ▁COMPANIES - ▁FLORIDA - ▁INDEFINITE - ▁INNUMERABLE - ▁WORRIED - ▁CHOPIN - ▁PRUSSIA - ▁CLIMATE - ▁LATITUDE - ▁FRANTIC - ▁SWITCH - ▁STROLL - ▁INCENSE - ▁ESSENCE - ▁ESTEEM - ▁LACQUER - ▁PRUDENT - ▁UNEASY - ▁CLUSTER - ▁LAMHORN - ▁PERCEPTION - ▁DILIGEN - ▁GIRDLE - ▁UNSEEN - ▁VIOLIN - ▁PITIFUL - ▁STRAIT - ▁DECAY - ▁PRESUME - ▁DEVISE - ▁RESOLVE - ▁COMPEL - ▁ACCOMMODAT - ▁ARTIFICIAL - ▁CONSOLATION - ▁GALATEA - ▁MILITIA - ▁NOWADAYS - ▁PIAZZA - ▁PRECAUTION - ▁RABBIT - ▁REJOICING - ▁AGRICULTUR - ▁HISTORICAL - ▁WAZIR - ▁DIMINISH - ▁LECTURE - ▁TORRENT - ▁SHAWL - ▁SULLEN - ▁SHRILL - ▁SOLUTION - ▁SHREWD - ▁PLEDGE - ▁STALK - BOROUGH - BOAT - ▁TUMULT - ▁CONCESSION - ▁CONTRADICT - ▁IMPERFECT - ▁OLDENBARNEVELDT - ▁SYMPATHETIC - ▁TERRIFIED - ▁TRAFFIC - ▁WREATH - ▁ALTERNATIVE - ▁MINISTRY - ▁SCOTLAND - ▁SQUEEZ - ▁DISCERN - ▁HAZARD - ▁REMEDY - ▁GOSSIP - ▁REPLACED - ▁HOUND - ▁KNIT - ▁CLAPP - CAPABLE - ▁COMPROMISE - ▁CORPORATION - ▁EXCLAMATION - ▁GODMOTHER - ▁VEHICLE - ▁DECISIVE - ▁WONDROUS - ▁DECORATION - ▁GORDON - ▁SHRINE - ▁BARRIER - ▁SWORN - ▁ADULT - ▁EFFECTUAL - ▁BELGIUM - ▁ENVOY - ▁EXCURSION - ▁OBSTINATE - ▁TEMPEST - ▁TERRITORI - ▁BATTERIES - ▁NEUTRAL - ▁ABSTRACT - ▁ILLUMINAT - ▁INTENSITY - ▁ILLUSION - ▁INSURANCE - ▁PATHETIC - ▁BABIES - ▁LOAF - ▁BRUTAL - ▁FORMULA - ▁EGYPT - ▁ACCUMULAT - ▁BENJAMIN - ▁MEXICAN - ▁MONSEIGNEUR - ▁MOSQUITO - ▁REVIEW - ▁SERGEANT - ▁SPECTATOR - ▁SPRINKL - ▁THRESHOLD - ▁NIGGER - ▁TENDENCY - ▁ANCESTOR - ▁BRONZE - ▁RELAX - ▁GREECE - ▁AMANDA - ▁HARVEST - ▁SUBDUE - ▁BRACE - ▁SQUIRE - ▁BISCUIT - ▁ECONOMY - ▁EMBROIDER - ▁FRIDAY - ▁MARQUIS - ▁MERCIFUL - ▁OVERTHROW - ▁PHOTOGRAPH - ▁SCRAMBL - ▁TELEPHONE - ▁OFFENSIVE - OLOGIST - ▁SHILLING - ▁GRAVITY - ▁ADAPT - GGARD - ▁SCEPTIC - ▁POPP - ▁CHOKED - ▁COLFAX - ▁DEMONSTRATION - ▁INQUIRIES - ▁PETITION - ▁PILLBOT - ▁TRUMPET - ▁UNCOMMON - ▁WELFARE - ▁FURNACE - ▁GEOFF - ▁PROBABILITY - ▁CIVILISATION - ▁CULTURE - ▁HARROW - ▁VIOLET - ▁DEVICE - ▁ORCHARD - ▁CONTEND - ▁GAMBLE - ▁MAGNET - ▁TOLERABL - ▁DISTRUST - ▁ELEGANT - ▁FANTASTIC - ▁GHANIM - ▁PLUNDER - ▁PROSPEROUS - ▁ROSAMUND - ▁MARZAK - ▁TRIBUTE - ▁MARTYR - ▁CHAMPION - ▁CONGREGATION - ▁CROOKED - ▁SWALLOWTAIL - ▁YOURSELVES - ▁SUBLIME - ▁HORRID - ▁MARVELLOUS - ▁DAGGER - ▁BLOND - ▁SOLITUDE - ▁LARRY - ▁STUMP - SCRIBED - ▁INFLICT - ▁KEZIA - ▁SKILFUL - ▁UNDERNEATH - ▁SCHOONER - ▁PURITAN - ▁DESOLATE - ▁VICEROY - ▁FANCIED - ▁BETWIXT - ▁CAROLINA - ▁COUNTERFEIT - ▁DISTRIBUTI - ▁ENTHUSIASTIC - ▁FERDINAND - ▁INDIGNANT - ▁VETERAN - ▁TREASON - ▁PERSISTED - ▁SCRUB - ▁BESIEGE - ▁CONVINCE - ▁ABOLISH - ▁APPRECIATION - ▁BEOWULF - ▁COLONIAL - ▁DISCONTENT - ▁DISTRIBUTED - ▁EXPENSIVE - ▁INVARIABLY - ▁OPPORTUNITIES - ▁PERSISTENT - ▁REMNANT - ▁SKETCH - ▁UNIVERSITY - ▁VIRTUOUS - ▁DOMINION - ▁EMERGED - ▁STAGGERED - ▁EXPLOIT - ▁FRIESLAND - ▁UNDERTAKING - ▁REGAIN - ▁COURTYARD - ▁OBSCURE - ▁STREAK - ▁SUNRISE - ▁JACOB - ▁REALIZ - ▁JOSEPH - ▁ASSASSIN - ▁CONJECTURE - ▁CONSTRAIN - ▁CONVENIENCE - ▁DEPUTATION - ▁DISMOUNT - ▁LUXURY - ▁MEXICO - ▁PYRAMID - ▁RADIANT - ▁SUICIDE - ▁VEGETATION - ▁AGITATED - ▁EDITOR - ▁PATROL - ▁PENCIL - ▁ENLARG - ▁NORTHWEST - ▁SPHERE - ▁DISPLEAS - ▁SALZBURG - ▁ATLANTIC - ▁DEGRAD - ▁EMERGENCY - ▁EXECUTED - ▁INCESSANT - ▁INCLINATION - ▁KETTLE - ▁SINTRAM - ▁TYPICAL - ▁UNNATURAL - init: null input_size: null ctc_conf: dropout_rate: 0.0 ctc_type: builtin reduce: true ignore_nan_grad: null zero_infinity: true brctc_risk_strategy: exp brctc_group_strategy: end brctc_risk_factor: 0.0 joint_net_conf: null use_preprocessor: true use_lang_prompt: false use_nlp_prompt: false 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' short_noise_thres: 0.5 aux_ctc_tasks: [] frontend: default frontend_conf: n_fft: 512 hop_length: 160 fs: 16k 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 - 27 num_freq_mask: 2 apply_time_mask: true time_mask_width_ratio_range: - 0.0 - 0.05 num_time_mask: 10 normalize: global_mvn normalize_conf: stats_file: exp/asr_stats_raw_en_bpe5000_sp/train/feats_stats.npz model: espnet model_conf: ctc_weight: 0.3 lsm_weight: 0.1 length_normalized_loss: false preencoder: null preencoder_conf: {} encoder: e_branchformer encoder_conf: output_size: 512 attention_heads: 8 attention_layer_type: rel_selfattn pos_enc_layer_type: rel_pos rel_pos_type: latest cgmlp_linear_units: 3072 cgmlp_conv_kernel: 31 use_linear_after_conv: false gate_activation: identity num_blocks: 17 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.1 input_layer: conv2d layer_drop_rate: 0.1 linear_units: 1024 positionwise_layer_type: linear macaron_ffn: true use_ffn: true merge_conv_kernel: 31 postencoder: null postencoder_conf: {} ntm: null ntm_conf: {} decoder: transformer decoder_conf: attention_heads: 8 linear_units: 2048 num_blocks: 6 dropout_rate: 0.1 positional_dropout_rate: 0.1 self_attention_dropout_rate: 0.1 src_attention_dropout_rate: 0.1 layer_drop_rate: 0.2 preprocessor: default preprocessor_conf: {} required: - output_dir - token_list version: '202402' distributed: false ```
### 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} } ```